{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import time, timeit\n",
    "from timeit import default_timer as timer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.pyplot import imshow\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "IMG = './292.bmp'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image Dimensions : (640, 480, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f21edbb93d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BAPfu3UMqlXL8+HHC4TBHjx5FqVTS0dGBXC5nZGQEg8GARCIhLy+PadOmkZKSgslkoqioiJycHJqamigsLMThcNDT0wPA3bt3UalUXL58GbfbLV5v3LiBXq+noaEBo9Eonu2kSZNwuVwsWrQIt9vNokWLUCgUTJs2jVAohMViwWQyIZVKiUQi1NfXEw6HefHiBX6/n4GBATo7O5FIJNTW1mIwGGhrayMjI4NoNMqbN2+YMmUKwWCQBQsWMD4+zvLlywmFQj+6Tt8KZwkEArhcLvr7+xkeHhY5us1mw263k52djdfrZc6cOYRCIbZv347b7Wbt2rUolUrmz59PNBoVBXhnZycPHz5ELpeLh37kyBECgQCnT59GKpVSWVlJbGws7e3tlJWVoVKpUCqVbN26ldevX7NmzRr6+vpIT0+np6eHkZERRkZG6OjoIBwOc/r0aaLRKAcPHqS4uJhbt26RkZFBIBDAZDKRmZlJNBqltLSUYDDInj17cDgc7Nmzh9evXzN9+nQAbDYbfr9fPKRXr16Rn5/PpUuXyM7O5sSJE+Tn53PhwgU0Gg3d3d0olUp0Oh0ajeYHThcOh9mwYQNdXV1s2bKF58+fs2TJEmpqarBYLADcunWLrKwszp49y9SpUzl8+DA2m407d+6g1+upq6vDYDCgUCjQ6XSUlpYSiUSYNWsWLpeLzZs309DQwMKFC+no6MDj8TAyMkJnZyfhcJhz586RlZXFqVOnSExM5NmzZ+h0Orq6upDJZCiVSqxWK3l5ecjlcpYtW4bD4WDFihWMjIywZcuWH7TIX716JWpBpVLJoUOHiImJ4dixYwQCAc6fP49Op6Ourg6NRkNNTY3oZObk5NDa2sr8+fPxeDy89957BAIBdu3ahdlsZu7cuUSjURITEwkGg9TV/dlq4e1wFp1OR0JCAqtWrSIxMZFly5YhkUgoKSkRWMPr168BuH79uuiEdXV1cfLkSUZGRnj06JGIFhOYhM/nY+7cubS1tbFq1Sr8fj9bt24VHa3s7GwAzGYzL168AODQoUPk5+fz2WefkZ2dzTfffEN6ejqPHz/GarXS29tLKBQiNzeXoaEhtm7ditvt5qc//SlOp5ONGzcSDAaJjY1FIpHw5s0bQqEQd+7cIS4ujqNHj4rI0NnZSXV1NVKplMbGRhITEwmHw+j1embPno1MJuODDz5gYGCAjz76iJaWFvbv349MJmP58uVIJBKBGTQ2NqLRaLh16xbJyckcPHiQ6dOn88UXXzBz5kwePXpESkoKNpuNmJgYFixYQDQa5YMPPqC/v5+/+Zu/obq6mmXLlomazOv10tbWhlqtpqqqCpPJxLFjx5g8eTLnz5/HZrPx/fffk52dTV9fHzKZjCVLliCTyXj//ffp7+/nwIEDVFRUsGjRIl6/fo1KpWJwcJCWlhaCwSDXr19Hr9dz8uRJtFotZ86cISEhgbq6OiZPnkxaWhpJSUnMmjWL0dFRVq9eTXd3N5s2bcLj8bBu3ToaGxtZu3Yt7e3tZGRkMDIygkwmQ61Wi0wkEAjQ39+P3+/n7Nmz3Lhxg/r6el6/fk1TU5OIwDKZ7EfX6VvhLBM5McDZs2dRKpVcvXqVQCDA8+fPUavV9PX1odVq8Xq9Ip9PSUlh1qxZ6PV6EVLj4+NRKpXMnTtXhGalUklVVRUKhYLjx4+j0+n46quvUKvV3LhxA5VKxcuXLzGbzWi1WtRqNTk5OYRCITZv3kxHRwe7d+/myZMnzJ8/n46ODlJTUwmFQrS0tCCRSGhvbycSidDU1ERXVxc+n4+uri5iYmJobm5mxowZjI+Ps2/fPiKRCLt378ZisVBWVkY0GmXz5s1EIhGWLFkinE2r1dLV1UVqaioPHjwgLy+PoaEhKioqCAQCVFZWEgwGaWtrIyEhQWAVoVCIVatWIZfLOXDgAG63Wxy3oKAAiUSCQqFAo9Hw6tUrkpOTefz4MdOnT+fOnTtMmjSJ+vp6zGazAFttNhsSiYSlS5cSCoXYuXMnAwMD7N27l6amJhYuXEhrayutra3ifiYmJnLx4kWmT58u0sfGxkasVit+vx+r1YrJZEKlUpGTk4Pf72fv3r3ifng8HtHxdDqdqNVqamtrUavVXLlyRdSAOTk5XL58mezsbGpra7FarTQ3N6PRaGhqasJsNtPS0sL06dMZGxtj5cqVzJgxg9zcXLKzs1myZAkGg4Hp06fz5+hfb4WzAFRWVqJWqxkcHEStVouu0uzZs3E6nWzfvp2+vj527NhBc3MzRUVF1NTUEAwG6evr4/79+yI863Q6Ll26xMyZM7lx4wY5OTl0dnZitVoxGo3o9XpmzpwpMI2hoSF27NiBw+Fg165djI6OsmjRIpEapqenc+vWLUpLS7l+/TrTpk3j8uXLZGVl8fLlS65fvy6iX2FhIXa7nfXr1yOXy1mzZg02m43c3FwA0QIPh8OUl5cjkUh48eIFkUiE+/fv4/f7qaysxOVyUVlZyejoKM3NzcTGxhIMBkVqmpeXR2xsLBs2bEAikbBx40ZUKhXbt28HIC8vj2g0ilwux2AwiHx+ZGSEtrY2nE4nzc3NeDweGhoa8Pv9RKNR5s6dSzAYZO3ataL+M5lMwkkyMzMBBNr/7bffirSxpKSEyspKampqiEajdHV1kZ6eDkBxcbFIE8fGxgS2s2HDBgYGBigqKkIul6PRaHA6nbjdbhQKBdXV1Wi1WqqqqoiNjaWnpweLxYLP5yM2NhaAYDBIUlISXq+X1atX43K5KCsro6enh/Xr1zM0NMSsWbOIRqMYDAasVit9fX1IJBK+//57vF4v5eXldHR0EIlEfnSNvhXOEg6H2bVrF8+fP2f//v08ePCA+fPn09zcTE5ODuFwmLGxMUwmEw8ePMBms3Ho0CEKCws5f/48BQUFdHR0iK6HSqUSWMiqVasEsOdyudi4cSMej4cZM2bgcDhISUlBoVDQ3t6OQqGgr68PqVRKa2srUqmU3t5e2trakEqlgj7j9XopKSkhEomwZ88eZs2aRWpqKrm5uZjNZrKzs3E6nXR2dhKJRDh//jxKpZKDBw8ilUo5evQoLpeLmpoaIpEIT58+RalU0tzcLNqxOTk5qNVqFi9ejE6nY/ny5fj9flpaWliwYIF4r91ux+l0EolEqKqqIhgM8uzZMwG6OhwOqqqqkEqlPH78mISEBFpbWykuLsbn87FhwwYSExPZsGEDkUiEefPmoVAoMBqNotNXU1Mjukler5fHjx8zMDBAfX09SqWS4eFhcnNzCQQCLFmyBIVCwZIlS9Dr9SxbtoxIJCJqtKSkJHQ6nWgYNDY2kpyczP3797l06RJOp5ObN2+iVqu5d+8excXFDAwMsGnTJgKBAB9//DGRSIS9e/cyOjrK7t27USqVrFmzBqlUikajwefz4fV6xT0Jh8MiY7lw4QI+n49Hjx6h0+mora3FaDQyNjZGQUEBwWDwR9fpW+EskUiE/v5+UlNTuXnzJvPmzePcuXPk5ubS2dlJNBqlvr6esbExAoEAcrkcq9WKTqcjPz8fiUTC1q1bcTgcfPTRR7S1tbF48WKCwaBAuQ0GA3q9noGBAaRSqaBc3LlzB5PJxKtXr7hz5w5jY2M8ePBA1D0rV65Er9ezadMmtFot27dvR6FQMHv2bCQSCQkJCYTDYRwOB/fv3ycSiXDq1Cm0Wi33799HLpczNDSEUqnEYDCgVqtJT08nIyODLVu2iKK2o6OD7du309zcTHFxMa9fvyYxMRG3243T6cTj8dDY2IhCoeDkyZOkpKRw+PBhDAYD169fRyaT8eTJE9HJm2hMTBTSw8PDbN26la6uLkpKSujt7SU9PR2Px4PdbicUColIc+/ePXp6evj++++Ry+Xcvn0blUpFXV0dFosFj8fDvHnz0Gq1rF+/Hr1ez7x584hGo2RnZ2MwGHA6nbx584ZoNMqzZ89wOp3cuXOHoaEhOjs76evro6KiQoDCixYtIj4+npiYGCZPnozH42HOnDminrVYLIILGIlEGB0dxWw28/TpU16+fInH46GtrU3wwZqbm0lISKCjo4OMjAzGxsbQarWoVCpMJhMlJSX4/X5WrFjB0NAQpaWl9PT0oFKpfnSdvhXOolQqqaioIDExEbvdTjAYxGKxoFKpyMvLIxwOi0W7fft2wuEwW7duJRAIsG7dOiQSieAyTSDIcrmcW7duEY1GOXPmDH6/n9OnTyORSAR3q7e3l9LSUtxuN9u3b6egoIDZs2dTVFREUlISNpsNvV4PgMvl4vXr14RCIW7duoXP5+PcuXMEAgEOHTok8uWEhARB1psxY4YoQmtra3nvvfeorq5m6tSpvHnzBrlcjslkorOzE51Ox5UrVzAajRw/fpyMjAw+//xztFotJ0+eJDY2lrt375KXl8f4+Dhmsxm5XC74W3K5nJKSEnp6eli5ciXNzc2Ulpby5s0b4uPj8fl8oli/e/cuGo2GQ4cOIZfLBRB6584djEYjDoeDmTNnAuD3+1m6dKmg33R2djJnzhy6urpQKBTIZDIaGhpwuVw8f/4cu93O6dOnMZvNPHr0CLVaTX19PWlpaQwNDZGfny/S06ysLGbMmIFOpyM9PZ3i4mKam5uRy+V4vV4ePHhAJBLhyJEjRKNRrl69is/n4+bNmyJ1SkhIoL29HYPBQENDg0i533vvPcHC8Pl8/OQnP6Gnp4fly5fT0NDA5MmTcTqdOBwOotEoFRUV6PV67Hb7j67Tt8JZgsGgoGbs3LkThULBpk2bkMvlghc0QaCMRqOi89LS0oLX6+XGjRuiZz80NMSzZ88EBcVkMqHVajEajcTFxZGfny9SnLi4OLKzs1EqlaLHPzQ0JDCdr7/+mkgkIuqg8+fPi+NOoNgGg4GVK1cSCATEA9m7dy/d3d1MmzYNqVRKW1sbmZmZ3L17l/z8fL755huys7MFV6mlpQWz2czo6Cjp6ekoFApiYmIoLCxEqVRSWlqKy+Vi586deL1ePvzwQ9xuN++//z6tra0iL09LSyMSiYj67/z588TGxvKHP/yB9PR0Xrx4QXZ2tiAWTjQzCgsLkUqllJWV0dfXx8KFC+nv7yc7O5uenh4CgQCDg4M8ffoUqVTKhQsXMJlMnD17lmg0yqNHjzAYDPT29pKVlUV+fj7j4+MsWbKEwcFB1q5dS319PevWrRNt7EAgQF9fH263m1evXiGVSjlz5gxFRUVcu3aN9PR02tvbMRqN+Hw+jEYjfr8fk8lEYmIihYWFZGVlMXnyZEpKSnA4HCxevJjx8XEyMzMFbWWCN9fU1ITJZOLSpUvk5+eLRsTr16+xWq20tLRgsVje/gJfLpcLBN1gMIhcv6amBolEwtdff41KpeIPf/gDEomEY8eOIZPJuH37NlKplNevX5Oeno7ZbKa4uJiUlBTevHnDhg0bePnyJUuXLqWqqorMzEy6u7txOp2Ew2EeP35MNBrl6NGjRKNRTpw4gdVq5cmTJyQnJzM+Po5WqyUtLY1QKMTs2bOFM1RUVLBmzRoqKirIyMgQ7cmkpCQqKytJSUnhwYMHyGQyhoeHCQQCBINB1Go1VqsVgJkzZ+L1elm6dCkSiYQ9e/bg9/vZtWsXLpeLVatWMTIywtSpUwmFQnR3d6NSqbDb7QQCATo6OoiLi+Phw4fodDqqqqpITk6mqalJpB7x8fHExcVht9vZunUrwWCQDz/8UNBZ7HY7s2fPpqamBpfLRTAY5OzZs2g0Gr788kuKiop49OgRU6ZMobW1ldzcXIFppaWlCYzHbrezbNky2tramDFjBkNDQwCMj49TWVmJxWLh2LFjpKamcvDgQeRyOeXl5RgMBl68eCEcF6CgoIBAIMCGDRvw+/1s376djo4O1q9fz/fff09ycjLDw8MMDAzg8/loaGggGAxy7949VCoV33zzjSDIejwe7t+/j8Ph+AGTffbs2QwODrJixQpCoRAHDhzA6/ViMpl+dJ2+Fc4yNjYGwJUrV0QxJpFIuHr1KhaLRYBwKSkpRCIRgcLOnTuXkZERtm7dyrNnz8jNzaWpqQm/349cLqeiooLU1FS+++47Jk+ezIULF7BarVy4cIH4+HgqKiowGAw4HA5BYJRKpaxevVoUj11dXaxZswa73dpR3w4AACAASURBVC7Su5qaGgoKCjh37hxFRUW0tLTQ2NhIS0sLra2tOJ1OGhsbyc7Oxm63s2rVKkKhELt27SIajbJ7927gj7WaxWIRwGJMTAzhcJjh4WE0Gg2dnZ1YLBZqa2sBqK6u5vz587jdbkHQrK2tZdKkSXR0dLBw4UIBgIbDYf76r/+a8fFxdu7ciV6vx2q1IpFIBHW/rq5OECZnzZrF/fv3ycnJweFwEB8fL1i7q1evxu/3s3btWgKBAJs2bcLtdlNaWkpLSwsej4dAIMCDBw+Ij4/nu+++Izs7m6dPn5KUlMTQ0BCJiYlotVpiY2OJi4sDoKSkBLfbzZYtW2hqamLnzp2CzRCNRhkbGxMMC4vFwvnz55kyZQqnTp3CaDTy4MEDYmJi6OrqEhEzLi6OSCRCTEwMSqWSxMREJk2axMKFCzGZTILECpCcnIxGo0EqleL3+0Vz4MfsrXCWiaLd7XYTExNDVlYWoVCIFStW4PP52LlzJ8PDw6xdu5bh4WEWLlxId3c3RqORUChEZ2cnycnJfP3112RlZXHy5ElMJhODg4Oi8/KnfCWbzQbAwoULGR0dZfv27Tx//pyVK1cil8vJy8tDo9HQ09NDdnY2jx8/xmQy8fz5c5KSkqitrUUikeDxeDAajRQUFOByuViwYAFyuZwdO3YQHx/P1KlTMZlMqNVq0cYdHR3F6XRSX1+PVqvld7/7HaFQiIMHD+LxeDh//rxAprVaLS9fviQ2NpaOjg7ef/99cnNzycvLY8GCBej1emw2G3l5eWRlZWG1WpHL5QKRntDr1NXVCcT74sWLOBwOvv32WzQajSCHOhwOVq5cSTAYZP/+/YRCIfbt24dcLqegoAC5XI5MJkOhUNDb24taraauro7i4mIqKyvJyMigo6ODxMREUlJSGBsbY9myZYyPj3PgwAFCoRBbt27F5/OxceNGhoaGyM7OxufzUVtbS3JyMmNjY9jtdnp6evD5fPT29tLR0SGaPNFoFK1WK7C0Car+vn378Pl8IiLv27ePlpYWli5dSldXF8FgEI/HQ3NzMz6fj4GBAUFWlUqlgqz63Xffvf1pmE6nw+l0smXLFurq6liyZAlOpxOlUinSjglRUFJSEtXV1WRnZ3Pnzh2Kiop4+PAhCQkJaDQaDAYDU6ZMwe12s2rVKqLRKAcOHMDv97Nv3z48Hg/Lly8XKZNKpaKpqYlJkyZht9t5/fo1AwMD1NbWYrfbaWxsZGxsjPr6eiZPnozD4WDnzp2oVCp++tOfEgwGiUajFBYW4nQ6kcvlBINB4VDHjh0TNI1IJCKIlBMdtwlnKiwsxGAwkJ+fT2FhIXPmzMFisZCbm0tubi5ZWVlIpVKUSiWDg4O0t7cTCoW4ceMGkUiEQ4cOEQ6H+frrr3E6nXz66af4fD4qKipISEggEAgQGxsrpA2JiYmUlJSQlZUlUPfi4mIikYjI89+8ecOTJ08IBALcunULu93O5cuXRfs4Pj6evr4+5syZQzAYZPv27QQCAebMmYNGoyEjIwONRiNEV263m2AwSENDA6mpqdy4cQOtVsvAwABqtZpwOMyTJ0+EoG3FihVIpVJ27NhBJBJh165dwun8fj+TJ0/+gZrV4/Gg1+v59ttvSUpK4uTJk2RlZYmNp7y8HJlMJjREEzWxyWQiLy+PlJQUDAbDj67Tt8JZlEoler1edHsePXpEQkICjx8/5ty5cwCizfjixQvMZjODg4MsXboUj8fD2rVrAThw4AA+n4/58+ej0WhITk7G7/djsVhEqjdB+e7u7sbj8YidfkIW++TJE+Li4nA4HJSWliKXy9m2bRtxcXGCKhIXF8f4+LhoNmi1Wr799ltkMhmHDh1CKpWKTtCE/GACWV+zZg0ej4edO3ficDjYuHEjLS0tTJs2jaamJpKTk2lra8PlconOm06n4/Tp0yiVSq5cuUJqaip3797FarXS0dGBwWAQqWpSUhIxMTGsXLkSv99PVlYWqamp7Ny5k/LycqZNm0Z/fz9SqRSn00lFRQUSiYQzZ87g9Xo5d+4cfr+fCxcuMDY2RlVVFQaDAZ/PR0lJCWlpaZSUlJCUlERhYSFms5np06cL3lckEiESiVBdXQ3A5cuX8fl8XLp0SaSPer2e9vZ2Zs6cSTAYZMeOHQDExsZSVlbG0NAQGRkZyOVyFAoFgUAAr9eLRCLB5XLR09NDJBKhtbUVjUaD3+/n2bNnjIyM0NzcjEQiIRgMCsJnWtoftYjvvfeeIGcODAywefNm3rx5Q1FREUNDQ0J+/GP2VjhLKBSitbWVhIQEhoaGiI2NxW63M3PmTGQyGVlZWSQnJzN9+nSKioqYPXs2BoOBrKwsJBIJmZmZAoQaHBykr69PECi/+uorvF4vZ8+eJRAICGDu9evXFBQUEIlEWLNmDcFgEIVCwfLly/F6vcycOROXy4VarUYikRAIBPD5fFy/fp1gMMjhw4cJh8NcunQJq9VKW1sbVquVxMRElEolU6ZMwev18sEHH9DY2MiWLVsEauxyubh9+zZarZampiamTJnCoUOHKCgo4JtvviE1NZWzZ8+i1+sFvcPlcokcXKVSMXnyZILBoFBrbtiwgba2NmbOnEldXR3RaBSXy0V7ezter5dTp04xbdo0vvnmGxISErh06RJGo5Hy8nKUSiUej4eYmBjkcjnp6emkpaUxZ84cVq1aRXNzM8uWLaO2tpbExESGh4cZGhoiGAxy+/ZtwuEwjx494s2bN1y5cgWJRMKTJ0+E7iYuLg6FQkFOTg45OTlCaFVSUiIIrBOy7gls6vr16wQCAc6ePYtMJuPChQuMj4+L+11XV4dOp6O1tRWLxYJGo2HGjBnExMSwbds2JBIJe/fuxe/3s2rVKoaHhxkbGxPKW51Ox/3798nOzubw4cPExsaKWvnH7K1wFpVKxfDwMIsXL0atVrNgwQJ0Oh1TpkyhtLSU5uZmnE4nfX193L59G5/Px4kTJ5DL5fzHf/wHgUCAw4cPEwqFePDggUg7lEoleXl5BAIBFi5cSF9fHytXrqSzs5OFCxcyODgodq+hoSG8Xi8PHz5EIpFw8uRJZDIZR44cIRwOc/LkScxmM01NTWi1WgwGA1qtlmnTpuHz+fjZz36Gw+EQdI4JrUtPTw+FhYVcvHiRvLw8vv32W/Ly8ujr66OmpoahoSHRvpxQT06o92QyGfv37xedrPb2dqHFmQBdg8EgcXFxVFZWkpmZybFjx5g2bRpXrlxh8uTJ3Lx5E4vFIuYXTDjblClTANiyZQu9vb1s2bKF5uZm5s+fL+gw4+PjvHjxApPJxNGjR8nIyODw4cOYzWYePnwo9PgKhQKv18v06dNJTk4mFAqxevVqurq62LhxI99//72436FQCLfbzcOHD/H7/Vy8eBGv18vp06dJS0ujubmZ5ORkRkZGBOcvFAoxdepU5HI5ixcvxu/3M2nSJNLS0khJSaGqqorExEQhEptodU/IkpuamrDZbFRUVGCz2ejo6BDMh7GxMaxWq1DI/jl7K5xlQknY1dVFb28v4XBYSE9PnDhBTk4O58+fJzExkZcvX5KQkMD4+LhQJhoMBoqLi3G5XCxevBiJRMLu3bsFlbytrU3o26urqwUGYTAY+PLLLwXqnpmZyZs3b8jMzBQTSSao6jNnzvzBDr5q1Srq6urIyspCJpPhcDiIiYmhoaEBvV5PRUWFoLz09vYSExNDX18fhYWFRCIRkTpu3LgRg8HA9u3bUSqVIu9ftWoV4XBYYC7t7e3YbDZCoRB2u53m5mY6Ojro6Ojg9evX9Pf3MzIygtFoRC6XM2/ePADKysoIBAJ8+OGHKBQK9u3bh0wmo6ysjHA4LKTXt27dIjMzk6+//pr09HTu3buHxWKhv7+f+Ph4IpGIqAd9Ph+bN28W6tUXL14IJ0tNTRUbTyAQ4P79+2RkZHDixAni4uK4efMmcXFxQtk4PDyM0WgkPj4eQKhid+3axcuXLykuLqa7u5twOEx/fz9Pnz5lfHyc69evE4lEOH36NFOnTuXo0aNoNBouX76MQqHg4cOHBINB7ty5Q2pqKs3NzeTn5+PxeNi4cSMajYadO3eiVCrZsWMHgUCABQsW/Fk9i+yf//mf/+LO8F/Zp59++s/t7e1s2rSJO3fuMHnyZKqqqpg0aRKxsbHodDrmzJlDR0cHS5Ysoa2tjYKCArq6ugiHw0ilUl68eEFxcTFHjhyhtLSUI0eOsG7dOj755BO2bdvGxYsX2bBhAw0NDRQVFREfHy+EPx0dHUIWUFhYyNDQEKmpqRiNRgKBAHFxcTx9+pT58+fz1VdfsWbNGn73u9+xZ88evvzyS3Q6ncBRUlJSRMGvVCrJzc1Fp9ORlZVFbGwsMpkMmUzGyMgIjY2N5OTkcPXqVYHQB4NBBgYGBLD48uVLsrKysNvtWK1WMRqpsLAQnU4nivU/Pc6E/Dg1NZW6ujomTZokvrO7u5ve3l4qKiqwWq28evWK6dOnC5A2KyuLQCDA4sWLqa+vp6ysDLVajVqtJiMjg4qKCubOncuRI0dYsmQJn3/+Odu2beOTTz5h/fr1fPHFFyxfvpzr16+zZMkSWlpaKCkpITk5GZ/Px+zZs6moqCA7O5twOMzAwACxsbFUVFRQWlrK0aNHWbRoEQcPHmT9+vV8+eWXrFy5khcvXrBgwQL6+/sFHcZoNP4gBWtsbGTOnDl0d3czdepUZDIZVqsVi8WCXq8XnLeHDx8KpL6urk4wKG7cuEF7ezu/+MUv/q//bJ2+NZFl8+bNNDc3s2bNGl68eMHs2bN58uQJZrMZo9EoduWrV69SVFTEjRs3mDx5Mq2trWLHmEDr9Xo9xcXFBINBPvroI4E9uN1uZs+ejdfrJRQKkZKSQnl5ucBeRkZGaGpqIiEhgYaGBsbGxnjz5o2YhTWRDqhUKrEz7969m4yMDPLy8oiPj0er1RIIBAB49OgRXq+X48ePEwgE+PTTT1Gr1Zw6dQqr1YrD4RBCq8zMTJKTkykpKcFoNLJt2zZBcJTJZJSUlIh0USKR4Pf7BR3k3LlzeDwezpw5w8DAANeuXUMqlXL//n2Sk5MZHBwkOTkZnU7HkiVLsNls7Nmzh9jYWDZv3oxEIiEpKQmDwUB3dzfp6ekcO3aMefPmMTIyQnV1NcPDwwLvcTqdIi2aIDhORISf/OQnKBQK9u/fj0KhYMGCBeIzaWlpnDhxgqVLl1JeXk56ejqDg4OC/j82NkZpaSkej4dly5YhlUoFLrJ27VqcTidTpkzBbreTmprKyMgITqdTzEWYPn06Z86cYdKkSRw7dgy9Xs+VK1cIBoOcOXMGhUJBVVWVoN5MbDBLly7FYDAIecCP2VvhLBMDzxITE7l79y7Tp0/n3LlzzJs3T9BX2tvbaW5uJj4+HofDIfLLtWvXEolEhKhr3759YtyPUqkUYp7e3j9OY+rq6kKlUvHq1SuhQZlQETY2NpKXl4fdbmflypXIZDIOHDiAVqvl448/RqfTUVZWRigUwmazicF/VVVVRCIRjh49CsBnn30mNDp6vZ5oNIrJZKK4uBidTseWLVtQq9Vs27aNx48fC+S7sLCQvr4+0f2pra0lGAxy//59MX3FaDTyzTffCPq6RqPB7XZjsVjIzs4WreeSkhIWLFhAfn4+RqORV69ekZmZidvtFuOInjx5IpxuYGCAK1eu4HA4qKurIyUlhZ6eHmw2Gw6Hg0WLFglQTyqVsnjxYjG4bmLgYHJyMk+fPhWS3gnWc3V1NQMDAwL38vl8LFy4EIlEwrZt2/B6vaxfv55gMMjkyZNRqVRkZmYilUoxm82Ew2H6+vqIiYmhvLycjIwMoZ9/+PAh1dXVYtxUXFyc6ICpVCrS0tJQKBSCEZ6UlMS0adNYsWKFqCdHR0fFfLq3nqIfiUTo7e3F7/fj8Xhwu93ioidNmkRMTAxLly4lPj6eVatWoVKpKC0tFbOzJnTbPp9PTD2JRCKi6D916hQ+n4/Hjx8LOs3s2bNRKpWiNti/fz9z584VD8hgMIgJixMgVnl5ueAy+Xw+Lly4wJs3b0R3xe12o9FomDJlCiMjI3zwwQfU19ezfv16ysvLycnJobu7mydPnuB2u7l16xazZs3i+PHjmM1mDh48iF6vFxy0CWFaVVUVSqWS/v5+Ufx7PB62bt1KY2MjmzZtor6+HpvNxuDgIBKJhNHRUW7evEkkEhHMhYMHD6JWq7l48SIANTU16PV6Ojs7ycnJETw3vV7PunXrMJlMNDQ0UFJSwvDwMKOjo4RCISorK7Hb7aJI//777+nr66O5uZnBwUEuX76MXq+nq6tLECeXLFmCXC5n//79yOVyZs6cKYBGtVotGh1+v59Lly4RDAYF1+/KlSuCFaFSqQTg6PF4WLhwIQqFgrVr1yKTydi+fTvBYJB169bR29vL9OnTaWlpQafTMTIyQktLC06nk3PnzmGxWDh06BB6vZ7jx48LkdmP2VvhLH6/n2nTpgGwevVqNBoNO3bsELTxiVGfPp+PYDDIy5cvxeQSn8/HyZMnxU32+/2CIzQRNaZOnSoYrmazWYTf2NhYlEolLpcLjUYj2LgHDx5EoVDw5Zdf4vf7BeD37NkzYmJiaGlpITU1lbi4OKZNm8aePXtob29nz549NDY2smDBAhwOB16vF/jjsIbCwkJOnjxJTk4OtbW1YoKKy+UStHGz2UxMTAw2m41IJMLOnTvp7e3lww8/pLa2VuyGy5cvZ3R0lKGhIcxms+hUffbZZ5jNZo4dO4bFYhGCqQnhW2xsrBhSNzEE79WrV2zcuJFXr16RlZWFw+EQky1v3bpFfHw8R48eRavVcvPmTRGVdTod3d3d5ObmotFoKCsrQ6vVsnv3bpYvX45UKmXhwoW8efMGm83G6OgogUAAv99PTU0NbrebmpoaXr9+zXfffScQdJlMRn9/v5j8kpmZic1mY9KkSVitVjZt2kRSUpKozaZNm4bZbCYYDArsKxgMisGA9+7dY9asWdy+fZuMjAwxNUgqlQr6jVarJS8vT0zV+TF7K5xFrVYjk8nQaDSo1WrGx8fx+Xw8f/4cjUbD6dOn0Wq1HDlyBIlEIsb6DA4OYrFYcDqdQmZssVgoKiqitbWVjRs3CpR4eHiY1tZWotGoWPyff/45gUCAr7/+mvHxcRoaGoiNjSUcDiOTyZg5cyZ+v59ly5bR29vL/v37efXqFatWraKxsZHCwkJaWlrw+XwkJydz79498vPzOXfuHIWFhdy8eVNEkwmC3gRFJRwOs379egB2795NKBRi9+7d+Hw+1q1bR39/PxqNBolEQldXF0ajkcuXL2OxWMRYoAnAMBgMYjKZiIuLEwM8wuEw+/bto6enh/379wtMJhgMkpCQgMPhoLa2lri4OE6cOIHZbOaLL74Q89fkcjkNDQ2ipT3Bgh4fH2fhwoWMjY2xevVq6uvrRVNgQrk4MjKC1+vl6dOnxMTEiM3n6NGjYtjeRISfN2+e4IMtXbqUN2/ecODAAVpbW1mzZg2tra3ExcXR1dVFc3MzbrebM2fO4PF4uHr1KkNDQxw7dgy5XC6wtFu3bhEKhaivr8dqtTI4OEhZWZkY2DfB4J6otdrb20lPTxeE1x+zt8JZ3G434XCYP/zhD0ilUr766isikQjfffcdqampOJ1OgaBLpVJWrlwp1HOvXr1i8+bNPH/+nOzsbNrb2xkeHsZisfDo0SPKyso4d+4cVquVu3fvEhcXh8vlIjExEZPJhEajIS8vD4/Hw0cffcTo6Ch/9Vd/RX9/v3CWiXz20aNHpKamikmZn3/+OSkpKdTW1jI2NsbY2BgjIyOkpqZit9tZsWIFEomE/fv3I5VK+fnPf04kEmHz5s3IZDIkEolApt1ut2A5Nzc3k5WVxa1btwSmkZGRgcvlory8HI1Gw/DwsJi8smvXLvx+Px999BFer5dZs2YJwZhOp+PevXsAYhZ0XV0dZrNZRO2RkRFsNhs2mw2VSsWGDRvwer0iRT1w4AAjIyNMmzaNjo4OgsEgw8PD4n5OSBm+/PJLwf7NyMgQeniZTIbJZGL69OmiLd7X18eiRYsYHR0V2pIJufDTp08xmUziuZ0+fZrU1FRevHghBmlMDPNLTU3FZrOhVqvJyspCp9Mxb948srOzycjIYOnSpcTExJCenk4wGCQcDhMKhRgfHwfg8ePHpKWlUV5ejs1mE3//z+ytcBaPxyPAMoPBQG5uLn6/n/Xr16NQKPjggw/w+/2sXr0au91OYmIiMpmMnp4eMdu3sLCQQ4cOkZeXx4ULFwCEai4tLQ2dTicmNG7dupXx8XG2bt1KfX09S5cupaOjA4VCgcViobW1lfT0dG7cuIHZbObJkyfYbDaampoE1SUlJYX4+HjR1lYoFOzduxej0cjKlSsFtV+pVGI2m+ns7CQYDNLR0cHg4CCVlZVEIhG++eYb4I9TZYLBoBiOV1tby4wZMwQg6ff7ef/995k8eTKLFi0iJiaGKVOmiNQhGAwyMjKCXC7nxYsXAv33er309fUJcLWp6f9h7r2fm7zTvf+XLMmSLMuW5IJ7bxgXsAEXAqEYAsSUEBIgEGpI2c1udmbPD8+f8MyZOc/ZzT4JSw3B9A4JNfQawOCGC8W9V9myLclF1veH5L5m88zZ79k5bXLPMDYaxoxv6XN/Ptd1vd+v9wuSk5MZGBhg1apVTExM8Ic//AGHw8GyZcvo6OjAYrFgt9vxeDxotVr6+vqIjo7m3r17pKenc+fOHaZMmSL332g0YjQaycrKQqvVsnTpUiYmJnjvvfew2Wx88skn9PX1kZiYSGNjozyAFOjEgQMHUKvVXLx4kbS0NKqrq7FarYyPj2O1WoXftmDBAgYHB3n33Xd5+fIlc+fOpbq6mnnz5ol94Pnz59hsNiYmJrh9+zYul4tLly4xODhIY2MjpaWloiN78OABoaGhUsO63W7MZvPf/Zz+u4tFpVLtU6lUXSqV6vnfvGZVqVQ/qFSqVz9/tfz8ukqlUn35c+JXuUqlyvpHFktAQABjY2OsW7eOtrY25s6dKwA8h8OBwWAQAILJZOLRo0eo1WrBsyr6rKCgIPR6PRkZGVLkKVut2+1mzpw5qFQqfHx8MBgMNDY2kpGRweXLl8nKymJgYICLFy/S399PbW0tVquVnp4emcEo0vcvvvgCl8slxxrl/9Vqtbx48eIX3OYdO3bQ39/PkSNH8Hg83LhxQzpNBoOBjIwM3G43ubm5GI1G5syZw+TJk0lKSmLatGkEBwcTEhIiERkvXrzA4XCIzGTPnj0MDg6ya9cu6WyFhYXR3NzMW2+9JQNaBVKXlJREamoqoaGhhISESJHt5eUlg1jFgXj37l2OHTtGa2srJSUlBAUF4XA4ePPNN3G73axcuVJ8Mc3NzWRmZoq3SJGxGI1GIec8ePCAGTNmcP36dcLDw+nt7SUoKEgGvykpKbjdbjZv3szExASbN2/Gbrcza9Ys4SY7HA6ePHlCREQEBw8exGKxyNzmwoULAhNRdHNKFEVMTAydnZ2sWrWK8fFxIiMjmTx5styLtLQ04Cdv1X94sQD7gcX/z2v/C7ju8XgSges//x1gCZD485+PgR3/yGJRq9WSoxIQEEB5eTkpKSmUlZVx8OBBsZL6+Pjw6tUrUce+8847aLVatm3bhre3N5s3bwYQsLQCUxgcHKSyspLBwUGeP3/O8PAwpaWldHR08PDhQ3Q6HQ6Hg0mTJhEaGsrs2bOxWq0UFhbKjXS73eLwGxsbw+l0Mjw8TENDAyqVij//+c9MTExw7tw51Go1FRUVGAwG1Go1Op1OiJAKvG/evHm0tLSQl5cnttienh4aGhpwuVxcu3aN8fFxDh8+zNjYmHRrFCZyTU0Ner2eiIgIjEYjixYtIiIigry8PIKDg4mKihJlbVBQkDCZjx07BsCXX37J0NAQf/3rX+nv7+f8+fPS6VKMYwsWLCA5OZn8/HxCQ0PJy8vDYDAwdepUYSh7e3tjt9uJi4vj1q1bpKSk0NPTQ0lJiUAt/laGr/hjFJWygmnq6OggLy9PPgtK0oFOp+PJkycMDQ3R1taGxWKhoaFBhruRkZFi6svPz2diYoJly5aJz6mpqUmkPJmZmULqbGlpEen//fv3RVz7nwJWeDyeO8D/a0xeAXz78/ffAiv/5vUDnp+uHwGzSqUK/ff+j4mJCY4ePSofYoV9PHnyZIKCgkQ+brFYSE5OJioqSrb+kZER9Ho9zc3NjIyM8OLFCwYHB9mxYwcqlUok8Xfu3MFisVBWVibT+4ULF5Kamsrbb7+Nv78/L1++JDIykq6uLhobGxkbG+PSpUuMj49z6NAhxsbGOHDgAMPDwxw6dIihoSHZ3RSF89KlSwWTevPmTdauXSsFrTI76ejo4OLFiyQlJVFcXExmZiaXLl0iKiqK77//XqDjWq0Wu92Or68vvr6+BAYGsnjxYkEJlZWVkZubKx2empoaSktLpV2uSPaHh4e5dOkSMTExtLe3YzQa5Qg5ffp0AgMDSU1NJSIiguTkZHJycjCZTERHR+Pr60t3dzfl5eUiSHU4HJw9e5auri6BHT5+/Fi40SEhIdTU1JCens7o6Cj5+flYLBZmzpyJVqslNjZW7BSKRD8mJkY6mYODg+K/uX79OtHR0dTU1JCXl4fdbhcT3QcffMD4+DixsbHCkFOr1cIkePHiBSaTiWPHjuHr68vOnTsxGAwUFRURFxfHvXv3UKlUVFVVYbFYKC0t/W8BVkzyeDztAD9/Df759X8r9Sv83/thGo2G4OBgwsLCCA0NJT09nbCwMBISEsjPz6e0tFQg25cuXRIJudLeHR8f59SpUzidTm7cuCEkF4CcnBzZhZqamli5cqUQP3p7e2lubhZTVEBAgMhXzp49K352g8HA2NgYBoOBKVOm4OfnJ6LPRYsW0djYyLJly+jq6sJqtaLVamloaCA5zFCuEQAAIABJREFUOZljx44xb948zpw5Q2pqKg8fPiQnJ4eXL19y8eJFXC4Xg4ODZGdno9VqmTdvHh6Ph/fee4/6+nrWrVsnCFKldtLr9eLtOXfuHJmZmezfv5/ExERu3bpFYGAgra2tIgfR6/XSrPjoo4+oq6ujsLCQ6upq4uPjKSkpoaurC5vNxrVr11CpVBQVFcnDwWq1Coa1u7sbk8mEl5cXMTExJCUlMX36dJKSkli9ejVWq5Xm5mbJSomIiBC1r2Lx7ejo4NatW7x69YorV67Q1NTEvXv38PHxoba2FovFgtlsFpt4ZGSkqLgVEatarcZmswE/mQcvXbokx+e6ujomJiaora0VxXhQUBA6nQ5fX18SExOZmJhg+fLl9PT0sHbtWtra2v7HWcf/UOoX/JT8pVKpilUqVXFXVxehoaFUVFRgs9no6enh4sWLjI6OcvLkSXJycvjhhx+Ii4vj1atX+Pv709bWhtFolAGkMhFetGgRPT09rF+/nu7ubulW1dTU4OvrK+SRAwcOYDQaxW9eU1NDeHg4fn5+mM1mpk6dSm9vL5999hnPnz8XdnBqaiovXrxApVLR2trK1atXiYmJ4datWyQmJsrgs7S0lICAAIm9S01NRavViqX4t7/9Lbm5uRQWFmIwGJgzZw5qtZqUlBTgp9lTWFgY586dIyYmhuPHjzNr1iwaGxtxu90CI4SfzHMhISGYTCZycnIYHR1l06ZNNDU18d5771FaWsr06dPRaDQifbl8+TJRUVEcOHCA6dOnc+vWrV9I3xUqZl5enuzCTqeTDz74QBjK9fX1+Pr64nA46OrqEhaaSqXi4MGDmEwmDhw4gI+PD2fPnsXPz0/cpyMjI0ybNo3AwEDmzJlDdHQ0HR0drFu3jpcvX5KWlibGu7GxMc6ePSv+eqfTKcByZSfu6OiQ5kxeXh7t7e0CHNy+fTsOh4MPPviAtrY2MjIycLlcjIyMyG6myP//OyT6ncrx6uevXT+//g+lfsEvk7+CgoKEaHjmzBkCAgJoaGjA398fs9ks5+SJiQmRrG/cuJHa2lqhzivehr6+PpxOJ69evSI0NJTbt2/LUSUyMhKbzUZ0dLRYjDMzM3E6naxZs0ZSsAYHB5k5c6ZYloOCgjhz5gzZ2dmcPn2a1NRUTp8+zbRp02hsbOTJkycyCU9MTKSvr0+eUlu3bkWtVksmSVhYmBTUt2/fZmxsjO+++46xsTEuXrwoSWFVVVX09vbi8XjEQKYQIW02GytXrkSn0/HRRx/h5eXF+vXrcTqdTJkyBa1WS1NTE6GhoZw9e5bp06fT0dHBjRs3GBwcpLOzk4GBAXQ6nTxxlUHlunXrqKurY/369Tx58kTugxIr9/DhQ6Kiojh+/DiRkZF8++23+Pn5cfr0aQwGA/fv3yc5ORmPx0NQUBARERHodDpmz55Na2srq1at4vXr1+Tk5NDa2kpERAROp5PW1lZUKhWnTp0iIiKCEydOMHXqVM6dO4fFYmF4eBir1YrVasVisZCWlkZgYCB5eXk0NjayZs0aSR9QhrWKqnpoaEiOWREREVy4cIGenh65RwoAvru7G61W+1++WM4Dm37+fhNw7m9e3/hzVywXGFCOa//elZGRgbe3t8gWNmzYQFtbGytW/BR0/MYbb+Dt7S2t2Lq6OmJiYrh79y5ZWVmiKbt37x6JiYnY7XZevXol6lPFkvrpp59KG1aBLgC0t7fj8Xjo7e0VE5nZbObZs2e/CGFVujzTpk0TLlV4eDgLFy4kODiY9PR0goKChPji7e1NZ2enZJv09vZSVFREZ2cnjx8/FluzEoeRmJhIf38/S5cuBX4aWCqLQnENhoeHizRodHSUqqoqnE4nLS0ttLS08Pr1a3p6eqTustvtMkNQ2NAff/yxCB5dLhczZsyQLJzQ0FBOnTpFamqqEDorKirw8vKiqalJuok+Pj4kJyej1WpZuHAh/f39vPvuu2J6GxoaYsWKFdhsNsLCwoTYo9PpuHDhAkajkePHjwvLTFkUJpMJq9WKx+ORWc/atWtpaGhg+fLlFBcXExYWRkNDg7Tzr1y5IgQZpU5Rq9WcPn2aoaEhrl27htFoFFlQS0sLs2fPxuFwiG1Z6cL9vesfaR0fAR4CySqVqkWlUm0D/jewUKVSveKnvPv//fM/vwjUAa+B3cBv/pGFogCnAYFFjI2NERYWhk6nE/fd2bNn6evr4/LlywDcuXNHYAsZGRlMTEwwc+ZMEfolJSWRnJwMINL54eFhOeq53W6eP38uiVLfffeduPN8fX1paWlh6dKl6PV6Nm3aJDMfZTDq5eVFSEiI5MY8fvyYsbExvvnmG8bHx/nTn/7EyMiIQOwaGxtFZRATE8P27dupr69ny5YtVFZWsmzZMnFcjo+PC3lEGdpWVFRgMpnYsWMHGo2GHTt2MD4+zrVr1zAYDBQXF5Oenk5PTw+LFy9Gp9Oxfv16YXq98cYb1NfXMzAwwOjoKHV1dQwNDVFXV0d1dTV1dXX09PTgcDhwOByyO9TU1DBv3jyGh4fFF7NmzRpUKhULFy5kbGwMs9mM2+0WSJ5CpqmoqCAkJIQ7d+6IjyU0NFSShXU6HWq1mhkzZsjxcXx8nG3btgEIUbS2tlaiMnJycjh8+DDx8fHCCOjs7BR8r7+/PxaLReAk4eHhxMXFkZWVRXR0NLNnz2bq1Kmo1Wp8fX0FTj44OPifCzPyeDzrPB5PqMfj0Xo8ngiPx7PX4/H0ejyeBR6PJ/Hnr30//1uPx+P57c+JX+kej6f4H1ksNpuN2tpaKioqqK6upqGhgaGhISm2YmJiGBwcpKCggMjISObNm0dOTg55eXkSnZCWlibJX11dXQwNDfGXv/wFjUbDmTNn6OzslE6RUsvo9Xpmz55NYmIi8+fPZ8mSJQQEBLBw4UKRp1gsFn788UfsdjsXL17k5cuXHDt2jJcvX/Lw4UMaGxsFqaTkrMyfP5/6+no+++wzKisrRXaSkZFBa2srHR0dIhsPDw9nz549JCQk8Kc//YnExET27dsnmi+FUayopxWyf319Pb///e8pLy9nw4YNNDQ0SL2jsH4fPHiAzWbj5MmTxMbG8uc//5nY2FjZ0ZRJeHBwsIQSLVy4EKvVytq1a4V2aTKZ8PPzo6GhgY6ODp4+fUpxcTHPnz/n6tWrNDY2CjxPpVKJM7Gvr4/MzEwcDgfr1q2TnWxiYoIFCxbgcDgIDQ1lYGCA6upqnE4nZWVltLW1cebMGerr6/nhhx8YHh5mYGBAgN+KWsFut/PJJ59gNpvZsmULTqfzFxTOhoYGaV1fuHCBwcFBDh06RH19PX/9618xGAwcPnxY0g8Ue/N/eLH8T1wqlYrExETCw8NJTU2VtqW3tzf379/HbDbz4sULnj59isvloqioiNHRUb766ivBe46Pj3Pnzh38/PxoamrCYDCQn58vrUu3201KSooA4vr6+nj9+jUul0valF9++SV6vV6i2hQ3XllZGRaLBZfLJdihpKQkIiIiiIyMlKOBAp1Qq9W43W4uXLhASEgIO3bsYNKkSVy+fJnw8HDa29uF5j46Oipuy8LCQnp7e9m6dSvV1dWsX7+eV69eMXv2bMrLywkJCaG/v5+mpiYsFgsnTpwgISGBr7/+mujoaE6ePIler+fx48eCYQ0ODiY6OlqEmYrmqqamhsjISDo6OmhqasLpdHL//n1GRkYoLi6mqamJy5cviy9G4XMpPys3N5eQkBBWr15NREQEy5YtQ6/XM2fOHCHRKE/pvr4+RkZGaG1tFY1eU1MTdrudlpYWmatUVFQwc+ZMBgYGWLZsGQEBAaxevRqDwcC8efOExmIwGES3dvLkSSorK38xzwkJCRGCzOjoKCaTicDAQMxmMzk5OQQGBvL+++9LzotCsfTx8fn157OYTCYePHhAf38/DoeDiooK3G63BPEcPnyYGTNmcPfuXRmwKRbXkZERCgoKUKvVAqueMmUKnZ2dErKjmL3279+PxWLhq6++wsvLS+j2iizGYrGI90Gj0Qhp5KOPPqK8vJxFixZRWVlJfHy8eFgGBwe5cuUKmZmZHD16lJkzZ3L27FlxckZHRxMeHo6vry9z587F5XKxfft2idEwGo2sXr0ab29vwsLCMJlMvHz5kujoaM6dO4dWq+Xw4cNERUWxc+dOQkJCKCkpkYUTHBxMREQE8JNi2263s3HjRsrKylixYgV37twhLi4OlUolFuGioiICAgL48ssvCQgI4OTJk5Lq6+3tTVVVldSQCnFyYGBAnI8ZGRmSNKy0a4eHh6mvr6e3t5ddu3bhcrnYvXs3o6OjnD9/Ho1Gw9OnTwkJCZEULpVKxbZt2/Dy8uKjjz7izTffpKuri9jYWCnM7XY7ZWVlDA8Pc+HCBfr7+7l165aY0axWq8x02tvbKSwsFNEowMcff0xvby+LFy/m2bNnjIyM0NXVRU1NDW63mx9//JGxsTFJclMoQP/W9atYLH19fWRnZ3P8+HH8/f25ffs2VqtVukDx8fGiObLb7axfv576+nqys7Ox2+34+flRU1MjPpOioiISEhK4fv06CQkJfP/998TFxaFWqwkICJABZ0FBgfDFGhoa2LhxI3a7nblz59LT0yOLR4Eo3Lhxg+joaA4ePEhCQgKnT5/GYrHQ2dmJx+PB39//F5q2zz77TEiU8FNGiV6vp7OzU0JIb968idPpFHJ9c3MzdXV1jI2N4XK5iI2NBX5KJ8vOzgZgy5YtaDQatm/fjtvt5oMPPkClUontuKSkhPj4eIqKipg6dSo7d+4UFyj8dEyzWq1ERUVhMBh47733sNvtbNmyhWfPnrFy5Uqqq6tJT0+nqalJSPeXLl1Cq9VSVFSEXq/n2LFjmEwmLl68CCBtXLVajZ+fnwQnLViwgMbGRhYtWkR3dzeTJ09meHhYWGHKrOno0aOoVCoOHTokNapOp+PBgwdCmExISCAkJIQVK1ZgsVhYuXIl8+fPx+l0ivVCUbBrtVpaW1sJDQ3l8uXLTJ06levXr5OYmEhrayvh4eFUVVURHh5Od3c3FotFWv3/1vWrWCyKxCE5ORlvb28WL15Me3s7mzdvRq1Ws3z5cry9vUlJScFkMuFwOIiJieHZs2cieJw5cyZPnz6VIVh5eTnBwT/NSpcvXw7A2rVr6e7uFuOQkjblcrnQ6XTypFYi5+7du0dwcLDEare0tODn54dKpcLPz0/UBZs2bUKv1/Phhx+i1+tJTk6W8FOXyyVZlM3NzZSWlooHXsm/VOLHFf7WqlWrZDFotVp+//vfo1armT9/vtwrp9MpuCObzUZjYyP19fUMDg7S29uLl5eXFLmJiYm4XC42btyIwWDg97//vQg/JyYmCAwMFPVDXFwcu3fvJjIykn/5l38hPj6ee/fuER8fT39/P1FRUaL5Sk5OZnR0VOqIDRs2UFtby8cff0xpaSnp6elUV1djs9lQqVRcu3YNj8fDnj17xCLhdrs5efKkxGJERkYyNjaGr68vOTk52Gw21q9fT11dHXPmzKG8vBydTkdvby/t7e2MjIzw/fffMzIyIo2VEydO4HA4+O677+jv75fB8sTEBNOmTUOtVrN+/XrGxsbYtm2bDGtfvXr1nxNS/k9cFosFlUpFYWEhHo+H5ORkySbp7OwU8ZyiOerp6aGyshKXy0V9fT0REREilFRkEMHBweTn56PRaATYplKpJJzT399fBnDFxcUiR1F4XvX19cycOZOhoSEKCwvR6XRs2bIFj8fDb37zG1QqFWvXrsXlcqFWq+nr6xOlq91u58iRI1JQKi7LyZMn4/F4KCgokPSpd999l4qKChYtWiSyC7fbjd1uR61W09nZid1up66ujvb2dkE/HTp0iNHRUS5evChFtTKQXLt2rSxib29v3nnnHcLCwlCpVAKT6+3tlWaDYuZ69eoVJpMJnU5HYGAgaWlptLS0yCL99NNPUalUbNiwgaGhIYmi8PX1pbe3VyibV65cISsri8uXL5OTkyMRea9evSI+Pl7iCJVA3aVLl+Jyufjoo49wOp1s376dly9fEhUVxeDgIA0/J3Lt2bOHyMhIioqKhPulwDnCw38SihiNRvR6vaQZT58+nZiYGCG6zJkzB5fLJThdt9uN1Wrl5s2bYlL7e9evYrF4eXlRVVUF/ESe7Ovr4+HDh7x69Uo6Qrdu3SI4OJje3l6mTp2Kl5cXixcvJjw8XCTxypTaYDDQ1tYmZ1GXy8WBAwck9Var1Yo82+FwMHfuXLy8vAgKCmLGjBmiSA0JCSEwMJBJkyaJqE9hCCvtZofDIepft9tNVVWVLLygoCCJF1+6dCnNzc2kpKSImG9iYoK6ujrCwsLE3bhr1y6BA46OjnL06FHUajWPHz8mPDwcq9WKwWBg5syZeDwe3n77bRwOB/PmzaOvrw+LxYJarZb6T2Gu/d//+39F4+Z0Ojl58iQ6nY6mpiZmzZpFX1+fYJI++eQTCauNiIggLCxMULqKzMRqtdLW1kZISAhXrlwhMjKS+vp6QkJCmDRpEo2NjZKXo0h4Nm3aJInHSj334sULYXiVl5djNpupqqpiypQpXL58mdjYWF69ekV0dLRYKJKSklCpVMyaNQu73c7mzZtxOp189NFHNDY2smDBAqHX9Pf3U1lZid1up7q6mu7ubgYHB4U9pyi4lUCt/46h5H/pNTExwaVLlyR1Nzg4WGyps2bNwul08u677/LixQtmzpzJq1evJFFLyZU8dOiQtAidTidnz54VrZHixAwMDMRkMpGRkUFMTAzR0dFYLBbCwsIExtba2srAwABXr15lbGxMmgG7du3C4/HIjnHnzh28vb2pr6/Hx8eH/Px87HY7ixYt4tmzZxQWFnLnzh0mT57MrVu3pF7YtWsXGo2GPXv2EBcXxw8//CCdq6ioKIKCgrBYLLzxxhuoVCqWLl0qPLTXr1+zfPlyqqqqiImJkd1BkX+o1Wp27NiB0+nk4MGDInz09fUVr1BERAQ+Pj6iRVPi/pQdbWBgAJfLxejoKG1tbUJHOXHiBN3d3Rw6dIjh4WFxU9bW1srDZtOmTajVarKzswkNDeW9997D399ffC5qtVoWgxInnpOTw61bt4TVpuCg2traJJ9TAbZ//PHHDA0NMX/+fBwOh5A0+/r68PX1pbi4mMTERM6cOUNGRoZIbMrKyvDx8ZFZT01NDVarleDgYMLDwwkMDGTFihXo9fpf/zFsfHxcivbly5fz448/kpyczIsXL/D395cPp6+vL99++y1JSUkcPXpUWE86nY6GhgaxD0dERFBQUCAE/idPnrBkyRLu3LlDeHg4NTU1lJSUMDAwwJ49e1CpVOzZs4fs7GxOnDhBVFQUpaWlWCwWqVGys7OlM6SkAdfU1JCZmUlFRQWhoaH09vZKvPTevXvJzc3lwIEDzJs3T9KG3W43FosFf39/7HY7hYWFAGzduhWHw8GHH35If38/06ZN4/Xr1xL6c//+fQwGAw8ePGDKlCkcO3aMpKQkTp48SUpKCp2dnaLGtlgsAvvevHkzTU1NbN26lYaGBt59912ePXsmUO+ioiJUKhW7d+9GrVbLuX/v3r0Ch1CK5pCQEIKDg4mPjyczM1MyWiZPnizAw7GxMfr6+iQa78aNG9hsNk6dOkV3d7for9rb24Wks2TJEry9vVm5ciVpaWlCYnnjjTcEhTU2NiYSndraWvz9/Xny5AmBgYE4HA7u3btHS0sLz58/JzQ0FG9vbzIzM8W+3dzczKpVq+jq6iIrK4va2lqmTJlCVVWVIHUVL9Lfu34Vi8Xj8VBRUYHRaOTcuXOkp6ezb98+kpKSKCsrIzw8nOHhYcLCwoQEr4DhlA/BJ598wosXL1i+fDlPnjwhISFBlKfJyckUFRWRm5vL0aNHSUlJ4cmTJwQFBUkqrmKwysvLE3J7f38/y5Yto6qqitzcXJqbm2WoWVZWJrLvqVOn8sMPPxAVFUVbWxuTJk2S/Mjw8HB8fHxYvXo1Y2Nj/P73v8dms7F582axHCgFs8vloqOjA71ez61bt0hNTeXq1atMnTpVvO5/6x8BJBFg27ZtOJ1OSQOzWq3U1tby4sULIdKkpKRw+PBhpkyZwtGjR0lLS8Nmswmozs/Pj8zMTHQ6HTNmzMBoNLJx40ZJ1VLcmzU1NdjtdpxOp0BCFL/NiRMn5IPs6+tLXV2dACKSk5MJDQ0lJSUFs9lMfn4+/v7+REVF4eXlJcqKkZERrl+/Tl9fn7Cqi4qKGBkZEXJmW1sbc+bMYXh4mClTphAfH8/7779PXFychLEmJydLgKxCHVWOuGFhYZw+fZrk5GTOnDmD0Wjkxx9//PWzjjUaDfX19fj5+eFyuSSIU6fTCWl9zZo1eHl5SZ67svXDTwm4d+7cIT4+nu+++47JkyeLTkppUQYGBuLj40N6ejoajYbFixeL776lpUU0aUrariIyvHv3LmlpaVy/fp2oqChu3LhBeno6xcXFxMfHMzo6Sm9vL3l5ecLDUuL+lLx7lUol0p3GxkYCAwPF0zIyMsK+ffvkKOV2uyUmQknT8vLy4osvvsDj8QgQTnkaZ2dn4+PjI232srIyEhISuHbtGtnZ2dy5c4fMzEyxMkdGRqJWqwVst3LlSgYGBti0aRPPnj1jxowZ4il6/fq1xIpfvHiR2NhYDhw4IPfBarXS0NCAwWCQaf/UqVMBWLZsGZWVlbz//vs8fPiQWbNm8ezZM8xmM52dndy5c4ehoSFOnjzJ4OAgly9fRqvVcvz4cTkqKTRSBZqoIJS0Wq3o7ywWCy9evKCjo4OBgQFKSkqw2+1UVFRQXl6Ow+GgubmZsLAwAGJjY/Hx8RF6qBIPaLfb2bRp068fWOHxeCgsLMTLy4vt27dLoA5AUFAQBoNB0Dvj4+O8ePFChlWvX7+mo6ODkZERuru78fX1xWw2Ex0dzejoKIsWLQIQksrixYtRq9WSI19fXy8SkBs3buByuWT2oXhjFDuA3W4nPz8flUrF8uXL0Wg0/O53vxMYg7+/v+xQCkdMqYWcTidnzpwBoKioiIGBAcrLy2U24+/v/wt1QH5+Pr6+vmRlZck03NvbG5vNJsezH374gZGRESorK+no6ODevXu/8NkrbDEvLy9WrlxJXFwcS5YsES6YSqXC19dXZltZWVmyA585c4bMzExaWlro6uoSgWFERAQmk0lYyp988gllZWW8+eablJSUSPajAtS7ePEiiYmJFBUVER8fz7FjxwRm4evrKzmRSqbn8uXLsdlsbNq0iaqqKpYuXcrt27fFSarkh+7fvx+Xy8WpU6dITk7m4sWL+Pj48OjRI7FwLFq0iIGBAbFFbNiwQeZef0vjjI2NZWxsjGfPnv3/fk5/FYtFKb4VTKrCrVIWx44dOyR12O12c/fuXWlXTp8+HZ1Ox8qVKzGZTKxYsQKPx0NXVxdRUVE0NTXR29uLSqXi8ePHOJ1Orl69Snd3N7du3cLLy4ubN2+i0WiE8NjU1ERcXBy+vr7MmTOHiIgIFi9ejNVqFYaxIkNXqVSiHVOoNDt37sThcLBnzx5J2VUy6+Pi4khPTycjI4N169YJ+ufGjRtyPFRUw5cuXZKOmMvl4tChQ5hMJk6fPo3H46GkpASTycTz58/Jzc3FZDIxd+5cQkNDmTNnDgaDQfhkHR0dor96+vQpTqeTqqoqmpubKS4uFvaycnTJyclBo9Gwbt06/P392bJlC76+vrzzzjuMjY2RkJAgA9DExESOHz9ORkaGpGmVlZUJhsjPzw+9Xo/VaiUoKAiNRsPy5cslgrC6upq4uDg5gmm1WmEVnD59mjlz5nDhwgWSkpLo6uoiPDwcf39/rFYrXl5eaDQaFi1aJClgr1+/lgjFqKgo4KfTi5Ik8PDhQ+7fvy+5lC0tLfj7+1NbW/vrj/ZW4ry/+uorVCoVBw4ckI5WSEgIZrNZ6CFKDHddXR25ublCZenv76euro7R0VH5EO3duxer1crBgwfRarWyOJqbmwW2nZmZKd2nzZs38+zZM95++20eP36Mj48PTU1NVFZW/sKqe+TIEQYGBvjzn/+My+Xixo0bvwguUtq7s2bNor29nS1btkhGS3FxsdibFZRsUVERb775Jt988w1Tp07l6tWrmM1mampq8PHxweVyERAQwKRJk3C73WzdupWqqiq2b9/O/fv3hRPt5+dHS0uLRI9fvXoVm81GUVERgYGBfP/99+h0Oq5du/aLmLvY2Fg2btxIbGwsBQUF6PV6FixYIO/N4OAgw8PDlJWVyZBVURooLXqn0ynuyfb2dtasWYNareY3v/lJeP7pp58yPj4ux1O32y2D36CgIPbv38+kSZMoLS3F7XZLbr1iy1iyZAleXl4y23r33XcpLy+Xmk1ZmM+fPxem2MTEBPv27RMnbV9fH7dv30ar1fL69WtMJhMPHz4kOTmZjo4OSTb4e9evYrGMjo7i6+srdtXJkycL+shms8n5V4mafvDgAT4+Puzfv5+QkBB27dqFyWQSKb8yQ1EojAsXLqSrq4s1a9bw7NkzVq9ezfPnz1mwYAHFxcX4+PjQ2toq1JFvvvmGuLg4zp8/L8YvJQhU8f1bLBYJQ1q7di0dHR189tlnNDY2smLFCpHsOBwOLl26hNls5ssvvyQpKYkdO3YQGxtLZ2cnKpUKvV4vnF+tVsuyZctwu918/vnn1NXVsWLFCoqLi4X/+/TpUyZNmsSpU6dIT0/nn//5nwkNDWXv3r0EBwdTXl4uR7bg4GAmT54MwLZt26isrOSzzz7j7t27LF26lLa2Nmw2GwMDAzx69IjBwUHR6Z0+fRqNRsORI0dQqVTcu3cPb29v7t69S1xcHMPDw6xYsQKj0chvf/tbdDodq1atEi+P0oJ2Op309PQwPDxMU1OTeG2U++7j44PFYqGtrY3Vq1ejVqv54IMP0Gg0bNmyBbVaTVRUFCqVit7eXvz9/bkyHFadAAAgAElEQVR8+TKRkZHs3btX4vWioqIoKysjLS2Nnp4eebhYLBaCg4OJjIwkKiqK/Px8gVrMnz8fu90uade/+gI/JCSEzs5OkUtMnTqV5uZm8W80NDQQGxvL06dPSUhIoLW1VTooStov/ER1aWpqksCfVatW4XA4CA8PR6vV0tLSQkxMjKQVf/XVV6SkpHDw4EEiIiJEs/X/FpAFBQU4HA4+++wzlGiMq1evMn36dJ4/f45GoxEqTWxsLFeuXGHBggVcu3ZNwNORkZEkJCRgtVpZsGABZrOZt956Cx8fH7Zu3YqPjw9Lly5Fq9WK8FKBaxw5coTk5GSBZLS3t+Pv74/L5ZKOW1BQEPPnz2d8fJwPPviApqYmVqxYwY8//ihpXW1tbVitVs6ePUtmZiZfffUVfn5+HDp0SKK2fXx8KC4uxt/fXyj/mZmZjI+Ps3jxYtra2li6dClDQ0MkJiYyNjYm0LqGhga6u7tlcR0+fBiXy8Xx48fxeDxcv36dkJAQ6uvrJYzpk08+wWg0smXLFiHSGI1GxsfHGR0dlZzPrq4uXr9+TW9vLw8fPsTtduN2u/H39+fhw4csWLCAgYEBNm7ciFqt5re//S19fX1s376d6upqcnNzqaqqwsvLi9bWVmGKXbx4Ea1Wy4kTJxgaGvr1T/Dtdjt6vV4geSdPniQ3NxeLxcLQ0BCpqal4e3uzatUqjEajeCIUcr5Go8HHx4cff/yRSZMmsWvXLvHxKylTigsvIiKCN998E4PBwEcffcTAwABffPEF1dXVbNu2DaPRKMV7cnIyKpVKBo979+4lJCSEnTt3snjxYoqKiigoKJD4O41Gw/j4OG+++SZqtVq0XcobOHv2bNRqteQuut1uLl26RH19PUePHqWyspIffviBxsZGUb/qdDreffddDAYDf/zjHwkMDGTjxo0YjUaB+uXl5QmuVKfTcebMGSIiIvjLX/7C7NmzOXjwoIC6w8LCiIuLw2w2s3btWlQqFX/4wx8oLy/n888/p6SkhIULF1JWVkZ0dDRdXV3ixDx+/DgBAQF8/fXXhIaGsnPnTsxmMz/88AMGg4H+/n6CgoLIzs5mcHCQ1atXS7HucrkEdaR4/Ds7O8ULc/bsWXbs2IHD4eDo0aMYDAbq6upEzBoXF0diYiLz5s0jKyuLJUuWMGnSJLKysggODsbb2xuXy0V7ezstLS2cP38eo9HIgQMHiI+P569//SuZmZncvHlTBrMpKSmkpaWJ+XB4eFgQtP/W9asJM1q1ahVpaWloNBqysrLEpaekAXd3d8tE3mw209TURF9fH319fYyOjmK1WhkdHZUjnKLSNRgMpKWl4eXlJfhXRSNWWVlJSkoKt27dIjc3l76+PkpKSlCr1TQ1NTEwMMDw8DB2u52wsDBsNpvMChRSokajISwsTHYEJXZPETmOjY3R3d3N69evBeZts9lwu92Eh4fz+PFjFi5cyOjoqPjKlTZzREQEGo1Gjn3V1dXCQH727BljY2M8efJEQHltbW3ExsYyPDxMUlISvr6+WK1Wpk+fLlQTZTc2Go0Cr7h58ybTpk3jm2++oaCggAMHDrBkyRJ5aNXV1YmcZsqUKeh0OvR6PdOmTaOhoYHs7Gw6Ojrw8/Ojq6sLrVYrIaxGo5ELFy6QkpJCUVEReXl5HDlyhPz8fB48eEB2drYkEyuzI0WTpuSo+Pr6Yrfbefr0KSaTiXPnzhEcHMy9e/ckJ3TatGlcv36d7Oxsurq6yMnJweFwkJWVhY+PD1lZWQwODpKRkUFfXx+pqaniQFXmUGazmVOnTvFP//RPv94wI8UspdfraWtrE+i3zWZj165dTExMcOzYMVwuF6dPn0atVosz0GQyMX/+fIxGoxSnc+fORa/XMzw8LAXqkydPJC23ublZ9EIvX76U4aXFYpFOmI+PD3PnzhU5eEBAAMuXL0en04nyVmnnDgwMUFNTI2m/NptNCssjR45gMplEVWw0Gnn77beJi4ujrKyMtWvX8uDBA9FJKcJJpX194cIF7HY7Dx48oKmpibt372I2m2ltbRX/e05ODv7+/mzYsAF/f38KCwuFz6XX62lpaeHp06cMDQ3x+PFjuru7qampobGxkbq6OuH/Go1GyZe3WCwsXrxYdkYlYEjJYXE4HFRXV2MymThy5AheXl6ib7tz5w6RkZFUV1cLTDw8PJyoqCjcbjerV6+mvLxcgqtiY2Pp6uqSNvXFixcZHx/n22+/RaPRsHv3bvz8/CgpKcHPz4+RkRFJZnvjjTeYM2cObrebefPmMTIyQnx8PIODg5jNZjweDxMTEzQ0NBASEsLt27eFYqPUt1FRUVRVVZGSkvKfg+z9T1wej4fdu3f/gv/1/fffYzKZsFgs4qnv7+9n69atPHnyhDfeeIPXr1+j0+lkR1DSgx0OB9988w3e3t7s3r0bjUbDzZs3MRqN1NfXk5qaKm4/xW8RGxtLZWUlq1atoqKiQro6vb292Gw2sSQrZ9uioiLsdjsHDhzA39+fc+fOySxG0XcpWZEtLS3MmzdPZBrNzc0y5Pvyyy+Jj49n586dRERECHDh8ePHMluKjo5Gp9NRWFjImjVrKCkp4e2336aiooLk5GRaWlqor69naGiIO3fuSHaM3W7n3r17dHV1cf36dUwmk6BPe3t7hXuwdOlSDAYDmzZtQqfTMWfOHBwOBwEBAQLq8Hg89PT0CDY3MDCQFy9eCHo3IiJCiDkKEF3x82zfvp3h4WGWLl3KixcvKC0tJSoqioMHDxIfHy/hTHfu3JHfR1FgBAUFyXF4zZo1lJaWUlhYyKNHj6ThMzIyQktLC9evXxepvlarZf/+/QwMDAgltLi4WPwzcXFx2Gw23nrrLTQaDX/4wx8YHR0VW8e/df0qFotGoyEwMBCDwcDcuXNxOBwUFhYyMDDA+vXr6evrk+wQRU5y+PBhoqOj2b17twSIAtTV1QkdRK/Xk5eXx+joKB9++CGlpaWsXbtWni59fX34+PjQ3NzMgwcPCAgI4NixY4SHh/Ov//qv+Pn5cfjwYQwGAxcvXpSdb9KkSTgcDqKjo5k1axaDg4Ns2rSJyspKIVAqUXDNzc04nU527NhBcHAwX3/9tdBpDAYD8fHx+Pv7S1G/cOFCvLy8+Oyzz8Rf//TpU4GLP3v2jEmTJrFnzx5ZZGazWc7ojx49wsfHh4mJCQE15Obmsm3bNp48ecLmzZu5cuUK4eHhwpPu7e0VD0xjYyNNTU10d3fz6tUrdu3ahd1uFxJlZWUl+fn5OJ1OlixZgk6nY+vWrYyOjrJhwwZJ33K73UxMTAjj2Nvbm0ePHpGamkpLSwtmsxmn00lISAiZmZkEBgayfPlyJiYmxAqxadMmhoaGyMnJEY/SpEmTOHjwIHFxcezbt4+QkBDKy8uZPHmyzFV0Oh1msxmz2UxgYCBJSUnExMSQkJDAO++8g4+Pj6QU+/v7MzExwcDAgKQu/73rV7FYlEzJlpYWkVUrH7LW1lZiYmJ4+PAhKSkplJSUCBjBYrGQnp6Or68vS5cuFazp3bt3+fDDD+np6WHatGkMDQ3x+vVrIiMjOX36NPHx8ZIZorRbb968idlsxmazSXdJ8X4rwIXnz5+zYcMGHj58yNq1ayWr3WAwCOXyyJEjTJ8+nZ07dzJ79mzOnz9Pbm6uyMtzc3OBnwxp4+PjvPvuu3h7e/Phhx9KYKsSKKt4N2JiYti3bx9+fn6Ul5cTFBQk86fZs2djMBhEtvKb3/yGyspKCgoKePTokYSclpWVERMTw+7du8nJyWH//v2CMtXr9ezfvx+n08l3330njK05c+aQn5/P+Pi42CBmzJiBj48PwcHBolTu7e3F29tbjtDj4+McO3YMm83GlStXZHCrDDzfeecdAH73u98xMjJCXl4eLS0thIeHy71UqVQyZ3r48KGA3ENCQoRKmZyc/Iv3aMOGDTidTtatW0dXVxcLFy4Us9irV6+oq6vDZrPJCEDpLp44cULmSL/6Y5harZZYaMX9WFJSIpDpJ0+eSJz3smXL8PPzY/PmzYyOjgrMTimKnzx5QkZGBh0dHeh0Ol6+fImvr688RYeGhoiMjCQiIoKQkBAWLFiAWq3m888/x8/Pj88//xyPx8PmzZsZHx+Xib3iFbl9+zaTJ0+mqKiI6dOnc+TIEdra2iTmz+12SyycwWBg69atAMIpy8/Pl7QxhS5ZUVFBU1MT1dXVwv3q6OgAQKvVEhgYKEqFzz77DK1Wy/LlyxkdHRVfi6+vr7gRg4KC+Otf/8rkyZM5fPgwFouFp0+fSr5lSEgI8+fPJzAwkCVLluDxeFizZg3d3d2sWbOGjo4OCgoK6O7uJi4ujrq6Oh49eoTL5eLbb79leHiYP//5z3LcHR8fF599aWmp4IVCQkKIiYkRGo9yerBarWg0Gurq6lCr1Tx9+lRU29euXWN4eJjbt28DUFVVJb+jIltRrADLly9nYGCAhIQESZb29fWlvLycyMhIzp8/z5QpUzh79ixRUVHcunULvV7PnTt3CA0NlZZ/YGAgCQkJIv35e9evYrEoXSMlM1GBOajVavLz8yUaQNlalWFXa2sr3d3dEu6pFPNjY2MYjUbq6uokxuC9997DYrHw6aefotFoWLt2rdhMFYK/AthT+vpNTU2CZSorK5MunBJ4Y7FYSExMpKOjQ4phxQqdn58vMh4Fjud2u6murqa8vJyOjg5Onz4t/vuQkBBKS0ulTb569WqMRqMkA+Tm5uJyuaRF6nQ6GRoaoqamhu7ubl6+fImXlxft7e0YDAa5V9OnT8fb25uPP/4YHx8fvvjiC9xuNzNmzGBoaIj4+Hg6OzsZHR1laGiI2tpaBgcHOX36NACnTp0iLy+P8vJy4uPjGRsbIzAwkKCgIKxWqzQtCgoKMBgMzJgxQ3jOT58+ZXR0FLvdTnFxMU6nk0uXLjEwMCDpa99//z1Go5GmpibCwsKwWCzk5uaSnp5OQkICkydPlhRqQNhvQ0NDNDc34+fnh81m49y5czKDUfIttVotGo2GyMhI9Hq9xA8qOS/vv/8+5eXlpKenU1ZWhslk+vUHsHp7e5OWlkZ4eDj5+fmSrehyuaiqquLy5ct0d3cLAunrr79mdHSUCxcuYDKZaGxsFA/D0qVL8ff3x+FwiJhQq9XKwEnp7yuZhgrp4+XLl+zZs0eOImazmba2NpKSkhgeHmbt2rUCoTCbzXz88cd4eXmxevVqUlJSftESvnXrlvyc/v5+/vSnP4kxTakVCgoKKCwsZHh4mA8++IDKykqWLl1KXV0dERERsnidTid1dXXU1dXhcDgYHBxk37592O12zp8/T2BgIBUVFQKp27JlC97e3rKjzZo1i4mJCZHNOBwOCTMFBGn69OlTkpOTRVXd2NhIVFQU4eHhTExMsHr1alErNDc3s2LFCu7fv09AQAC1tbVUVVVJDk1GRgYHDx4kMzNToBN3797FarXS3d1NWFgYqampREZGUlBQQFpamti9g4ODaWtro6mpScJcXS4X+/btw+12i0JbkdU/fvyYkJAQ3G43qampWCwW4UcrNM+VK1cyNjZGZmYmVVVVEvGhNAmOHz8uNo5f/QTf4/FQV1fHpUuXGBoa4ssvv8ThcLBz505J3FLai0omibINNzc3k5WVxdDQEAaDQay0g4OD7N27F29vb3EnKoie48ePMz4+Tn19vcxy5s6dy/r16wWQUFtby/Tp02lpaSE2Npb+/n6cTqe0IR0OByUlJTidTnbt2kVgYCBHjhyR9F7lnBwcHExiYiKBgYEUFBQASGcsLCyM1tZWqqqq8PPzY/fu3ej1ev75n/8ZLy8v8YjcuHFDRKH+/v7Mnj0bPz8/3nrrLfR6PW+++SaDg4P4+/sLsHx4eJjq6mqampro6Oigr6+PnTt3SntbafHGx8fT3NxMdnY2TqeTrVu3olKp+Pzzz3E6nRQUFIjFQKF0xsfHc/z4cWbMmMGlS5fIysoSa7Gi6QoICBBLhFqtZsWKFTQ0NLBmzRpu3LhBfHw81dXVPH/+nKGhIY4fP05iYiIHDhwgICCAS5cukZCQQF1dnXiY/Pz8mDZtGv7+/ixZskQiAe/fv8+cOXMoKytjYGBAAB52u52mpiYqKipwOBzcvHmTrKwsHj9+zLNnz+jp6cHlcknoquLQ/XvXP4JvjVSpVDdVKlW1SqWqVKlUX/z8+n9Z+ld/fz9JSUkyxNLr9fj5+Qm7avXq1QwNDQkP66233qK8vJz29nYJJvX29mbnzp2oVCouXLjA5MmTmZiYIDQ0VN44xf+uRAy89dZb1NbWkpCQQG1tLTabjY6ODu7fvy+xCxqNhj/96U8YjUa+/vpr3G43J06cwNvbmwcPHqDX6wkNDRU5vc1mY8uWLbx48YINGzZw8+ZN3njjDW7evCmxGefOncNqtfL9998zZcoUnjx5QkxMDKOjo0RHR8txJDs7m5GREdauXUt/fz/Z2dk8fvwYq9VKWVkZPT099Pf3SwLWv/zLvzAyMsKpU6dk0SqYn6CgIPLy8tDpdCxbtgyPx8PChQvF25KSkoLFYhHwQ2dnJzqdjpGRES5dukRLSwtHjx5lcHCQR48eERwczMjICGlpaXh7e7NlyxZGRkb45JNPgJ8YzU6nk2nTpuF0OmlubiYkJIQTJ04wc+ZM9uzZQ2xsLDdv3iQoKAhvb280Go1Erm/fvh2n08lvfvMbXr16JQ5PrVZLZWWlODEPHDhAeno6u3fvJj4+nqtXrxIQEMCjR48wGo1cv36dyMhIXr9+Lcrkzz//nJiYGFavXk1AQIAwjgsKChgZGfmPLxZgHPijx+OZDOQCv1WpVKn8F6Z/+fr6otVqef/99+nq6mLDhg1UVFQwefJkYX35+fnR2dlJenq6TGrv379PeHg49fX1hIeHEx4ejslkIjs7W5KllA+bEiiqgAn0ej2XL19Gr9dL+1UR4dXW1pKWlobD4RBXn06n480330Sr1bJp0ya6u7tZt24dFRUVvPPOO9hsNmbMmMHAwACdnZ0YjUZu3LjBlClTOHLkCLNmzeLs2bOkp6fT2dlJREQEU6dOFYSQx+Phj3/8o7RgOzs7SU1Npb6+nnv37uHxeNi7dy9Tp07l22+/JTc3V57Gra2tBAUFCWNgxowZjI2NsXr1al6/fk16eroAHOrr6ykuLqarq4tdu3ahVqv5y1/+wtDQEP/n//wfmpub2b9/P/39/fz4449YrVb6+/uJj48nISGBjIwM0tLSKCgowGw2k5X107NQrVYTFhbGxYsXKSkpkQHjrVu3GBkZobq6mrGxMZEFJSUlYTKZKCwspL6+XqRLWVlZomw2GAyUlZWJH0bhfk2dOpXnz5+TnJwscd5KbujcuXMZHR2lsLCQlpYW1q5di5eXl5jHlDTs2tpaent7qauro7W1lf7+fkG4/ocXi8fjafd4PM9+/n4QqOangKL/svQvJc7NZDIRHh5OZWUlqampnD9/nnv37mGz2bh165b8coq2aNasWajVajZu3MjIyIiE0+Tk5IgJTKPR0NbWhpeXl9QDpaWlhIeHU1dXR0JCAh6Ph+DgYJGvLF68WLIonU4nGzZsYGBgQArBsbExHA6HFP2KOUwZEj558gSLxUJPT49MxY1Go7R533//fUZGRsjMzMRoNOLn5yctV5fLRVtbmxAcs7OzqaioIC4ujv7+/l+88Vu2bAHgD3/4Az09PWzYsIEff/yRqKgoOjo6uH79ugDEc3NzOXjwoAQqpaamMjQ0RGhoqDQEUlJSZAfKyMhg6tSpPH78mJUrV/Ls2TOCg4Pp6uri5s2bOBwOjh07Rn9/P+fOnRPV9tjYmPDb2tvbRZX86aefShdTr9eLstrX15fQ0FAOHz7Mq1eveP78OS6Xi4qKCl6+fElDQ4NAxkdGRiQXdNu2bYyPj7NlyxZ8fHyEpZycnCxzI4Vi2dvby+HDh1GpVJw5c0bAGEFBQVy7dg2TycTTp08JCwv7r2sdq1SqGGAa8Ij/ZPrX34YZKf344eFhHjx4IEVtQEAAnZ2dREdHM2nSJPLz8wkODmbRokWYzWYBEvj5+YnWyc/Pj0ePHkn67+nTpyUpTKfT0d7eTmZmJh6PR9yYv/vd71CpVKSnp+Pj40NiYiI6nU5anN3d3QQGBnLv3j0R44WFhVFTU0N0dLTISBTI9eLFi3E6nWzbtg2TycSGDRvw8vIiJycHLy8vjEajNB327NnDyMgIO3bsoKenRzCilZWV8vspR5svvvgCo9Eow8Dg4GB8fHyw2WyYzWZKS0vJycnhypUrpKWlUVZWRlJSEiMjI9hsNhYtWiSTdZVKxSeffEJHRwf/H3NvGhX1mfbrXkVBFQUFFDPFDAIyiwPIJM4aZ2NMNGocOpqp0+ns3mvvD/vTOd/2u3unNbHTiYlTEucpJibO4oQGEUVGGWUei7moAoqCOh+S/7269/t2n3P6ffdeqbVcKwGWGayn/s9zP7/fdW3atIlbt24RHR3No0ePGB4epqKigh9//JHY2Fi+/PJLIiMjOXnypFD1lYZnWFgYbm5upKamkpGRwauvvsqWLVt48eIF6enpWK1W7HY7drtdIjbKqFwZrChPkYaGBglhrlu3juDgYDZt2kRYWBibNm2SJ5mrq6uMyxsaGmRLrpz/lHuiiIgIGhsbiYmJYWhoSN4nSUlJIr1atGgRFouFvLw8GRL9uxeLSqXSA+eBDx0Ox/A/+tF/42v/yv711zIj5RY1KiqKpKQkFi1aRGxsLC+//DIrVqygpqZG+g61tbVYrVb279+P3W7n3Llz9Pf3c+LECcxms/B0XVxcMBgMTJs2jYSEBNasWYNWqyU4OJiIiAjsdjsGgwG73c7g4KCwpPbv38/Y2BgHDhxgbGyMgwcP0tnZyb179/Dy8qKnp0c0a5s3b0aj0ZCamsrcuXPF1aikYBUZ0vj4OPfu3WNgYIDvv/+e/v5+Lly4INQU5bwTHBzM2rVr8fT0JCMjg8DAQCmSKfXmwsJCRkZGpO1ZUFBAd3c3d+/eFb9MZGSk3BU5HA4++OADvLy8mD17thAtdTodnZ2dhISE8OzZM7Kysvj222/Jycnh5s2bzJo1i7a2NpycnPDw8BAbmmIva25uZsOGDRQUFJCWlkZlZSV1dXVYLBbOnz/PxMQE+/fvF6aaIo81Go08f/6csLAwzGYzy5Ytw8vLi61bt7JgwQL6+vowGo1SybZYLFRWVtLf309hYSEdHR3k5+fT1dXFzZs3aW9v56effhIY+Jw5c+jr6xN8khK12b17N8+fPyc7O5vKykrUarU4fAYHB7l69Srj4+P09/+v+tT/n4tFpVK5/LJQjjscjgu/fPnfbf9SXpOTk4yMjNDf38/Ro0dFVd3X18e+fftISEjgwoULREVFyR518eLFDAwMsHbtWnHbx8bGkpCQQFJSEna7ndbWVvLz8xkZGeF//s//icFgYO/evTg7O3Px4kVGR0eprq4WW/HExASbN2+mvb2dPXv20NPTw44dO0hNTSU2NpbZs2ej1+tJSUmhtrZWIhijo6P8j//xP/D29uaPf/wjFouFmzdv4uzsTHt7O87OziQlJaFWqwU4sWzZMimpVVRUcOfOHUwmk6gQPvroIywWC9988w0dHR08efIET09PqejOnDkTX19f5syZw5w5c8jOzmbGjBn4+PiQkpIinN+JiQlOnTrFyZMnKSsr4/LlyzQ2NtLS0oKnpycmk0lY0h988AFWq5X/+l//K3V1daxYsQJPT0/mzZsni1+j0XDmzBmCgoLYv38/WVlZnDlzhrS0NNkiZ2RkEBYWxltvvUVzczNvvfUWdXV1bN++nfr6epKTkxkaGpIpXUFBAbW1tXz22Wf4+Phw+PBhvLy8uHLlCm5ubthsNtzc3AgMDJR7mLi4OHJycsjNzSUrK4u+vj6cnZ0FmTQ1NSXgCnd3d7744gumT5/OoUOHSE5Oloycs7MzsbGxZGZmSj/mn14sqp8Hz4eA5w6H409/9a3/MPuXi4sLVVVVGAwGUQrExsbi6enJqlWrMJlMbNmyRfBARUVFDA0N0dnZKQKiffv2AXDgwAFRwYWHh+Ph4YGHh8ffyHjq6+t55ZVXaGxsJCkpieHhYTQaDc+fPyc/Px+Hw8Ff/vIXDAYDn3/+uQiKFGzqxMQEjx49IigoiLa2NkEHTU1NSdnopZde4sqVKxiNRh48eEB9fT3d3d189dVXorfIyMigpKSEhIQEJicnCQ4OJjIyEhcXF4n/rFq1CrvdTkxMjAC3i4qKKC0txWw2c/DgQXnSjo2NSeVZgaxXVlaydu1akpKSmDlzJmlpacTHxwveVMlP6XQ6hoeHcXd3p6CggMjISB49esS9e/fo7u6mrKxMmGBKzOSVV17BZrOxZcsWuru7mT9/vkASFQVIQEAAx48fx8vLiyNHjhAcHMz333+PXq+np6cHX19fRkZGiIqKkmjNG2+8QU1NjZTXAgMDaWhoEN2GcveiYJKuXr0qKCOtVsuDBw/w9/fnyZMnJCcnY7PZeO+993A4HLz11lvU1tayY8cOxsfHmTt3LkNDQ9LHVy6c/6nFAuQAbwCLVCrVs19+reQ/0P6lUql46623/hWSRyltKbibzMxMbty4QXZ2Nvfu3SM1NRWTyURUVBQ+Pj7o9XrROytvsm3btlFRUUFCQoJQFtVqtaR79+7di4uLCwcOHCA7O5u2tjbi4uKw2WyEhYUREBAgnfTx8XFefvllJicn2blzp4hIy8rKmDFjBiaTiZKSEgICAjhw4ACzZ8/m2LFjZGZmcvnyZWJiYujp6SEsLEwcJnl5ebi4uPD+++9LYUp5GinbLWVLo1arOXToELNmzZKn0vDwMF5eXgQGBuLu7s7cuXMJDAzktddeEzSRokEvLS2lsLCQ5uZmzp49i81m489//jN9fX38+c9/lkCpRqOhqKiI6dOnM53qNZAAACAASURBVDQ0RFZWFkFBQbz00ksycfrrs2JtbS2+vr5cvHhR3tjKNkexBUybNk1iMAsXLmRycpLXX39dWG+FhYXirikqKkKv1/PNN99IZCcsLIyLFy8yffp0aXwqEMTVq1eLSq+5uZlt27bR0tIi/54ajQabzYazszMVFRUkJibS2trK8PAwDx48kMvN6dOnMzY29s8vFofDUeBwOFQOhyPV4XCk/fLr8n+k/UulUjE4OIiHhwfl5eWkpaVx6dIlcnJy6O3tlTFfZ2enKLuzs7NF12axWNi4cSPd3d3MmjWL5uZmpk2bBiBFn0ePHuHj40NJSQnh4eES09br9QQGBjJjxgxsNhsbNmyQxTs+Pi6C14iICJF29vb28sknnxASEsKf/vQnZs6cycWLF+U2PTo6Gi8vL0JDQ4mLi8PV1ZXt27fjcDj4T//pP9Hd3c3q1atxd3dn5syZODs7MzQ0JJ+OERER3L17lzlz5lBXV0dcXBwuLi54enqSlZWFXq9nzZo1mEwm3n77bR4/fszq1aspLCzEYrHQ0NDAxYsXUalU8sRRgHLl5eWEhYXR3t6Op6cnbm5uhISEkJubS2JiIrNnz2bu3Lnk5eUxc+ZM8vLyeP78uai5q6qqGB4e5tmzZ5hMJh49ekRTUxNtbW0ilg0PD6e9vZ3Fixfj5OQkA4rdu3fT19dHdHQ0Y2NjMmE7cuSI4KiMRiPt7e0EBQXJ+SotLQ29Xs/rr78uwA5lm6igjxSWsUaj4dSpUwAcOXJELnf7+vqkJ6OcgZ88ecKsWbNobGxk5cqVTExMiPHtn1os/ydeZrNZDsF2u52mpiY0Gg2jo6NERUWh0+lYtmwZ0dHRvPzyy6IjUApLOp1Ogo5KD76vr49Tp07R19dHVVUVer0ek8kkED3lzfub3/yG/v5+MjMzJR3gcDgYHR0VhXZycrIUmgoLC5k5cyYeHh7ExMQwY8YMRkZGJJCoOCd37dqFzWZj3bp1TE1N4ezsjF6vp7GxkeDgYK5fv86FCxeEH9zV1SXbk4aGBlm8O3fuZHJykj179tDc3CyfygaDAX9/fx49esTMmTM5fvw4ubm5XLlyhRkzZlBZWUlYWBguLi54e3sTFxeHVqsVEe0HH3xAY2MjGzZsENpLbW0thYWF9PX1cejQISYmJjh48CDBwcHSo8/Pz5cxuXKvtXHjRoxGI9u2bZMzRkxMjGCFRkZGhJ+m3J0o3pupqSm0Wi1Go5GMjAy6u7tZsGAB8HNgUqlt2O12gR9WVFQQFRXF0aNHycjIoKWlBY1GQ319Pd7e3oyPjzN9+nTp1wQHBxMeHk5QUBCZmZlERETQ19cnZcH4+Hj8/Pzw9PT8hzf4v4pa8d69e/+vt99+G7VaTVJSEt7e3iQlJeHp6Sl3FpOTkzx48ACj0cjXX39NYmIiH3/8Mampqdy7dw8nJycaGhrw8/NDq9Xi6emJj48PkZGRGAwGgoODZasCP1+i2Ww2IRCWl5dz4cIFZsyYwdGjR8UVHxISIoxdb29vYV8lJiYCEBERIWlVBX6t+NWtVisDAwMMDAzQ0tIikzzlAKqQLN3d3YmNjSU6OlomYEr1V61WS2lLwa0qvfjx8XGamppk65OcnIxWqyUkJISMjAxRlFdXVzNv3ry/gTzcvHmTtLQ0Tp8+zfz58/nmm29YvXo1J0+eZPny5dy6dYu8vDw6Ojqkmuvu7i414JycHKFVTkxM0NbWhru7u5Doz549S2JiIidOnCAwMJBbt25hNBqpra0lJSUFh8NBWloaKpVKLjYV9blOp5Mz1OTkpJikFRaAEiNqa2sjKSkJX19fEWIpYHJFXdLe3k58fLycMZWp5+joqPSaLl68SHR0NN999x2lpaX8/ve///XWihVHoE6no7u7m9u3bzMxMcF3333HtGnTOHbsGDqdjqKiIom3K9EIZ2dncnJySE5OJjc3l8DAQPR6Pffv32d0dJSGhgb5BP/kk0+wWCzs37+f0dFRvvrqKwYGBsSvmJqairOzMytWrCAmJoY1a9aIeSw9PR1fX1+SkpJwdnaWrFhDQwMHDx5kbGyMjz76iJGREY4dO8bIyAjffvstLi4ujI+Pk5GRQWRkJHl5eUybNo358+fzyiuvSI+mtraWBw8eMDg4KEOAAwcO0N/fz5UrV7Db7ZSXl6PX66mrqyMvL0/ciEFBQezcuVPwphqNhqamJnx9fbl//z6zZ8/GZDLx4sULGhoaaG5upr+/n97eXqFSJiQk4Obmxvbt2+nq6uL3v/89HR0dvPzyywwODhIaGsr4+Dh3797F2dmZI0eOEB4ezunTp9HpdFy5coXJyUkBQnh4eKDX61m3bh0+Pj6sX78eHx8f8vLy0Gg06PV6mV4pH1pTU1N8/fXXAhRUcmxqtZoHDx6QlZUl4BK9Xs/WrVslDxgcHIyrqytarRa73Y5WqxVo4IULF0hJSeHs2bO4urpy/PhxwsLCaGhokDG1j4+P8Kn/3utXsVh6e3vx9fWVEF1RURGAyDQVXpYy1n399dcpKSkhJSWFZ8+eUVFRQXV1NYcOHcJut7N//37S09O5ePEiUVFRsvUZHR1Fr9eLxmLDhg1oNBpSUlLw8/MjPT2d2tpa6WY3NzdjMplE47Bv3z4sFgsnT55keHiYM2fO4ObmxsjICBqNhoiICAk2Klpti8VCZGQkra2tuLu709zczIMHDxgZGeHTTz8lNTWVTz/9lNDQUHFm9vf3iyXYz8+P6dOnk5GRQXR0NM3NzeTl5dHT0yPp6pqaGgE3WK1W6urqaG5uprCwUHgFPj4+NDc3M2vWLLRaLVu2bCEwMJDt27ej1WpZtWoVExMTTExMYDQaOX78OD4+PiJIffToEX5+fnR0dMh/p4+PD/Pnz8dut7Nhwwba29tlMrZx40YaGhqwWq20t7dTUFDAyMgIX375JYD4Jo8fP47dbufGjRviy/H29iY8PBxfX1/mz58vnAUlsaxk7EZHR0Uee/jwYWw2G2fOnGFwcJBLly5ht9spLi5Gp9Oh1WqJiorC29tbPhR3794t6KgXL16Qk5Pz7zvg/594OTk5ERYWRmxsLGq1mldffVWgdYpUx2KxYLfb8fDwkEjHuXPnmDNnDsXFxUyfPp3h4WGCgoLEP5iRkSGfQIoSrb29naSkJMrLy8Usdvz4cUwmEydOnCAuLo4ff/yRlJQULl++TFxcHENDQ7i6uuLm5oZeryciIoLp06dLe/Ddd9/l4cOHrFixgocPH+Lu7s7jx48l0/Xxxx+j1Wo5cOAAPj4+0vwLCAiQRaqgUc1mM++//z61tbWsXbuWe/fuMTk5SWtrKw8ePGB0dJQDBw6gVqv56KOPADh9+jR2u52HDx/KZeNLL71EZGQkCxYskPj7woULaW9vlx56SUkJ4+PjVFRU0NDQQGVlJW1tbTQ1NTE+Pi4J4vLyclJTU5mcnJSIzdatWxkZGZEJX0dHB6Ojo5w4cYLg4GDOnj1LQkICly5dEjhHWFiY/BnGxMQIvKO7u5uXXnpJwqdPnz4lPj5e0sIK5wvg4MGDqNVqLl68iLOzM9euXZPilo+PD1FRUQIWzMjIIC4ujldeeUW4bFarVe6hhoeH0Wq13L59G29vbw4cOPAfc4P/v/OldLYVg60yYrxz5w79/f309fUxNjZGc3MzfX19WK1WVCqV+EDmzZsHwIYNGxgeHmbLli3iuAdkCFBXV0doaKjgUi9evCgQPOWTbGJiQqZkivn2vffe4+nTp7z++uvCJL537x5NTU20t7fz5MkTUlNT+eqrr8jLy+Ps2bPMnz+fx48fC50xMjISPz8/9Ho9y5cvx2q18tprr+FwOFi+fDkOh0POW4WFhURGRnLixAlyc3M5evQoBoOBgoIC4uLiBBCh3Hds2LCB1tZW3n//fX766Seys7PFqDU4OMj333+Pm5sb+/btw8/Pj6NHjwJw48YNXFxcKCoqIiIiQsDnfn5+7N69Gz8/P3p7e0lLS8PDwwM3NzcmJyf/5uLv/v37GI1GCTz29fVRUVGBr68vnZ2d5OTkoNfr2bhxIz09PbzxxhtUVlYyb948ioqKGBsbo7+/n/PnzxMVFSXtxm+++YaoqCguXbpEXFwcz58/F6qO8mdjNpslD6jsNqKioigpKRF9xbNnzyRT2NraiqurKz/99BPff/89XV1d1NbWYrPZUKlUwtv+e69fxWIB5Da3qqoKk8lEV1cXw8PDfPvtt0xOTtLU1ERiYiJ6vZ7169fj5+fHrl27pIev1WrRarV4eXlRXV3No0ePsFgs4vl48uSJ9Bx8fX2x2WwyddmzZ4805wwGg0Aj4uPjcXd3Z3BwkPj4eOFdHTx4kDlz5nDnzh1SUlJob2+XT0yliefq6spbb70lGNbOzk6Bb7i5uTE+Po7dbqe3t5e6ujrBILW1tdHX10d3dzcajQaVSsWCBQtwd3dn27ZtAHIns3r1anlSKOpyhRjj7+/PmTNn0Gq1NDY2Ehsbi5eXF3q9npdeegmTycRvf/tbXrx4wZYtW2RA0NXVhclkAqCyslIsZZOTk3z66acMDg5y+vRpRkZGePz4MWlpadjtdnbv3o2bmxvvv/8+MTExgpFS+iwOhwNfX1+pJRw+fJi0tDS+//574Y4pZuSxsTE5IyoN1Pfee4+enh42b95MaWkpAwMDksgOCgri5s2bREVFcfz4ceLi4rh79y56vV5MxwUFBQQGBlJaWsrs2bNxd3eX+6PXXntNxvv/6PWrWCxTU1NcvnxZHIcRERG4u7uzefNmtm7ditVqJSMjQwjro6Oj1NbWCpTbarVy5swZRkZGuHnzJqOjozx69AiVSsXQ0JBwwJYvX47RaBTi/owZM2RErdfrsdlsnD59muHhYS5cuEB/fz+3bt2SA7FOpwMgPDxcCPuTk5OyeLdv345erxdbsTLVMZlMBAQECECivr5eiCKXL1/Gy8uLmpoaEhIShHUcEBDAtm3bxMGiKOysVivj4+MYDAbu3r0r4cfY2FisVitGoxEPDw98fX1Zt24ddrud999/n8nJSXbs2EFjYyNGo1Gq0spdjIeHB5988gkGg4ETJ04IYy06OprR0VF8fX2ZNWsWOp2OdevWoVKpmD9/vij47HY7VquVjo4OYZ5dv36dzs5O8vPzaWhooLOzk7GxMXp6ejAajTg5OZGbm4vdbmf9+vV4eXnx6quv4uHhwdy5cxkdHcXLywuHwyEtym+//ZaZM2fy8OFDUlJSePHiBcXFxdKDUqxh69atY2RkhM2bN9PT08Orr75Kb28vSUlJ+Pn5ER4eTk1NDT09PQwPD8t2z+H4VzFGef0qFovD4WDDhg10dXWxaNEi6uvrpVutXILt379fYihqtVqeOA8fPhRFW2xsLImJicybN49du3ZRV1fH4sWLefr0Kd7e3tTX1/Ps2TOsVqswpc6fP4/FYuHSpUvS2FRYu4GBgYSHh5OTk4O/v78kX1955RWmpqaYM2cO7u7uDAwM8PTpU8bGxjh37pyIiZRFZzabKSwsFG9Ibm4uDoeDiYkJFi9eTFdXFytXrqS2tlZsZPX19dIDGRoaor29nfb2do4dO0Z7ezvXrl3D29tbLtTsdjs7duzAycmJ3/zmN3R2dhIUFCS9FEUOGxsby507d4iIiODp06d/Q9NUPqR+85vfMDQ0xNtvv83Q0BC//e1vKS8vJzg4mNLSUvLz8xkfHxe1xtGjR7FarVy8eJGJiQlqamrkKRscHCz1YW9vb3bu3InBYGD9+vW4urqSmZkpIiRFPqUwCoaGhmhpaaGsrIyhoSGam5sxGAz09PSwePFi3N3dee+990hISCA3NxdXV1fZOuv1+r/Zup85c0ZoNhMTE5w7d46AgADOnz+PWq3mwoULODk5YTab/+779FexWMbHx3n69KnEOfz8/Ni7dy8ajYanT5+SmpqKm5sbUVFRpKamolar2bRpE52dnXz44YdcuXKFlStXUlBQIAHKBw8eEBgYyKFDh4iKiuLIkSN4e3vLpdrY2Bienp6y91+8eDFNTU28++67lJaWsnr1ajn4FRYWUldXx9jYGHfv3sVms/HgwQNp6rm6uvLjjz9it9tpaGiQMaRyzxMREcGMGTNITEwkOTlZksbl5eV0dnZit9v58ssvcXFx4ZNPPpE0NcCdO3dkkWVlZcnCVUAeERERGAwGycCNjo5iMpnkbsPb25va2lp5U1RUVIgXc/fu3fKGU9ILjY2NUmBTTADK1uny5ctkZ2fz4sULQa0ajUbJmOXk5MgTsaamhtzcXMrKykTd0draSn9/P8+ePcNsNlNcXExHRwdXr16lubmZ69ev43A4JMpTV1cnVBtlsb3yyisEBwczffp0ADo7OykoKBC/TFNTE319fVRWVuLm5saTJ0+Ii4vDZDJJBN/T01O29CtWrGBoaIht27YxOTkpFeN/6/WrWCxKbkkpYoWHh4u7XiEGvvzyy3R3d7N06VK6u7vR6XQizUlPT5cc0blz5wSCrbyJjEYj6enpeHp6Sm5ICWYqLcIXL16g1+u5du0a0dHRnDx5koyMDA4cOEBKSgrXrl3DycmJwsJCXFxc6O/vx8/PTyB+yu/7wQcfkJ+fT1ZWFo8fP8bJyYna2louXbqE1WoV4dEnn3zCggULyM/PJzk5WQKKCvjt9ddfp7Ozk+3bt1NdXU1WVhZTU1PodDrq6+u5e/cu/f39UiU+ePAgw8PDEvh89OgRqampWK1WXn31VZYuXSqxnsDAQNEQKvQVxRQdGRnJtWvXSEpKor6+Xvb8JpNJojtvvPEGIyMjbNu2jRcvXrB27VqKi4sF73T79m0CAwP56quvCAkJ4fjx4+j1em7duoWbmxuPHz/G3d2dsrIygoKCpNC2fv16+vv7Wb9+PTU1NWRnZ2O1WvH392dgYICysjIGBwe5ceMGfX19XL16VUKevr6+PH78WCZ/qampjI6OsnPnTjQaDTt37mRiYkJauAsXLhQgvclkIj8/n6mpKQGy/1uvX8ViUalU7N69GxcXl7/JZA0PDxMVFcXU1JRA6lpbW/Hz8xPvYkNDA87OzuLhUEKDy5Ytw9XVVdRoOTk5DA4OyrRNiUycPn2a0NBQbt68KVsqi8Ui7cbU1FQ8PT1FyLpz505KS0sFn6rRaAQ0p9frOXHiBImJiXz22WekpqZy6dIl4uPjqa2tJTAwUPBICo/sgw8+YGpqiv/23/4bVquVrVu30tfXx+DgIGNjY/zwww/odDo++eQTnJycuHLlijgtQ0NDmZqawtfXV7Yyr776KoODg2RnZwt/QKvV8vz5c3p7e/nss88YGRnh448/pre3l2PHjmEymTh37hzOzs5UV1fz0ksv4eTkxKuvvsr06dPJzs4mODiY+fPni2lLGYFHRUWJ1DU/P5/ExET6+/tRq9WoVCr8/f2Ji4vD29ubjIwMxsbGWLZsGX19fbI7yMrKorq6WnC53333HSqVis8//xyHw8HXX3+NVqulqKhIeGOKQSwzM5Ply5fT1NTEunXrsFqt5OTkyHTRyclJUFQuLi7cvHmTxMREmpub0Wg0PH78mMTERLmYttvtf/d9+quJu8ybN4/m5mY6On6uvjx48ICkpCRMJhPPnz/H3d39b/i7SUlJuLq6kpKSItsdpUEXEhLC5OQkjx8/xmaz0dTURG1tLSEhIRLzLy8vF3mpkhlyc3OTTogC1R4aGiIkJIQffviBmTNn8umnn7Jq1Sr27dvHmjVrJCKjdN2dnJwIDg4mMzOT0dFRFixYQH19PYmJifT09DA4OCj3MHFxcRQVFeHt7c21a9fw9/fn8uXLkrhetGgRLi4uREZGkpqaSk9PD6tWraKrq4v09HQaGhoICQkRC5cSSnzppZfYu3cvOTk5fP3118yaNYu6ujqmT58u0I5ly5bR0tIiMZjY2FjB0up0OlQqFRUVFdy+fZvIyEjOnTuHVqulqqqKyclJ1Go1/v7+uLm5ERcXh1qtJiMjg9raWnJyciSkqXzAeXl5cePGDaZNm8bZs2dJT0/ns88+Y+nSpfzlL39hzZo1/PTTT8ybN4+goCD8/PxIS0ujvr6e1atXU1paKkR/V1dXdDqd5N9OnjzJ/Pnz+fOf/8yiRYv4/PPPycnJ4fz588TFxfH06VOCgoLEzODq6kpgYCCurq4kJiYyOjpKcnIyHR0d3Lx5kz/84Q+/3rjLyMgIBoOBqakpUlJShFjv5ubG0NAQM2fOZHx8XGbgymhTQd+cO3eOzs5OHj16xODgoMD6HA4HsbGxREREsGDBAjw9Pdm0aRNeXl7ievH398fDw4OqqioZJuTn59Pd3c2tW7cYGxuTp9jk5CTJycno9Xo2bdokWxFFTOTs7Cx0xK6uLuH8xsfHU1xcTExMDB0dHQQFBUlwUWGOrVy5Eg8PD7Zv3y7MK2dnZ4xGI1NTU9TW1gojLTAwkMuXL5OWlsadO3eEKhMTE0NERAQqlYpVq1bR0tLCjh07ePLkCenp6bS1tcnB+cyZMzg5OcmFqWLQUsKcRUVFzJo1i7lz5+Lp6Sn/frm5uUKz8fT0FEWem5sbT58+lQ68Qv2vqqqit7dXGpcBAQHExcXh5ubGmjVrmJqa4rXXXqO0tJT169fLJ7vD4ZCnvSKdOn78ONOmTaO8vJzw8HCsViuenp6ClN25cyc9PT28+eab1NXV8dprr9Hd3U1aWhpjY2M4Ozvj7OyMRqOht7eX58+fYzKZUKlUPH78WNLQf+/1q1gser2e7u5u6SrYbDaBFijecicnJ44ePYpKpeLMmTMMDQ1x//59NBoNLi4uxMXFERERwZIlSwgPD+f+/ftkZmZSWloqN+CVlZXYbDbOnz/PwMAAly5dore3V7RwV69elYBjVFQU0dHRzJs3j9TUVBYuXIinpycrVqxArVZjMBjw9fWloqKCZ8+eMTIyQkFBgUiU2tvbefz4MXa7na6uLubNm4fD4WDPnj0StVD65LGxsYyPj9PS0iKTNaUirSjl2tvb0el0MinLyMhgdHSUrVu3olar+c//+T/T2toqAiFFtfDll19iNBp5+vQpiYmJ3L17l7S0NNrb20lMTJTL0ry8PGw2G9u3b2d4eJi8vDzsdjtxcXFUV1dTUVHBwMAAx44dk8U1OjrK6dOnMZvN4qtUmM/j4+MsWLAAZ2dnNm7ciL+/P7/5zW+EIWa1WiXYWFRURGhoqLCI6+vrsVqt9Pb2yv2Ql5cXy5YtQ6PRsHnzZmpra3n55ZcpKCggJyeHyclJKfFdu3YNnU7HuXPncHJy4sCBAzg7O8v90OXLlyUJotPpKCwsJCkpiZGREXx9ff/u+/RXsVgsFgtms5nPPvsMDw8P2aveuHGD6dOnY7PZiI6OJiIiAjc3N+bMmSP+8qqqKubPn09xcTE2m43W1lbu3LlDcHAwX3zxBT4+PjIJUw7pCvbTYDBI2nfhwoW888471NTUsGLFCn766SdsNhv19fUSjVGgGhcuXKC7u5uHDx/KQdPhcMhWz8fHh6ysLJKTk1m6dClBQUEEBQWh1WpxdnbGZrMxPj7Ot99+y8TEBHv37kWlUnH16lWcnJyEytLU1ER4eDhDQ0MsWrQIDw8PWcQxMTF4eXnh5+fHxMSEqC7y8/Px9vaWW/mhoSFZEIqf09XVla1bt4oQ9cWLF4SHh9PZ2cmLFy/o6+sThvHhw4dJTEykuLhYBEAGg4GwsDAp23l5ebFgwQJiY2OJjY2lurpaREfu7u6YzWZqa2sFM9vS0oLD4aC0tBSbzUZfXx9arRZ/f386OzuZNm0aVqtVmMY7duxgYmKC2NhYuTvz9fXl6tWrJCUlUVpaKjJYnU5HT08PoaGhdHR0EBoaire3N76+vkRERBAUFCSXr9u2bRNln6enp3Sl/t7rV7FYxsfHSUtLA36mAiqfFEoO6d1332VoaIh169ZRX1+P0WiktbWVjo4OtFotx44dIyQkhJMnT+Ll5SXdE39/f6Kiopg3bx4+Pj5s3ryZtrY2du3aRWFhodAMx8bGaGhokDeaQsI8deoUgYGB/Pjjj2i1WmpqamSAEBsbi7+/P0uXLuV3v/udPPYfPHhAcnIyZWVllJeXMzw8zLFjx7BYLBw6dEjuJwYHB2lqaiI4OFimdosWLWJgYEB0EytWrKCiokL4Ygq84c6dO1gsFr7++musVivffvstQ0ND3L59Gzc3N54/f868efNwcXHhww8/ZGJigsjISAIDAzEajUxMTKBWq9FoNFRXVxMbGysZq/z8fGbOnCmAQgUPtXnzZmw2G3v27KGkpIQ5c+ZQUFCAxWKhqamJkpIS+vr6RD9+6NAh/P39OX/+PBqNhitXrqDT6YS+YjKZyMnJwcfHR7wwDoeD5ORk3NzcCA8PF3V6a2srQ0NDVFVVMTQ0JNyD0dFRNBqNPJWSkpKYmprizTffxMnJiQ8//BCLxcKaNWsoKSkhNTWViooKAOx2O1euXMHFxYVTp05hs9k4d+7cr5917O/vz/j4OO+99x4DAwPMnDmTiYkJWltbcXFxkW2Fcvus6CNaW1uZNm0aNpsNo9HI7NmzZbSpsKTsdjsZGRki1nR1deXOnTskJCRw+PBhEhIS+Oqrr/Dz8xOpqJL2XbJkCWq1mg8//JCuri727NlDQUEBqampFBYWCipWobMrW57//t//OyEhIdy4cQOtVktPTw9+fn7STUlPT8dut/PWW2/R0tLCnj17aG9vJywsjIGBAWnyffzxx7i7u/Pxxx/j4uLCwYMHSUpK4tmzZxgMBkwmEz4+PsIkzszMJCsri7lz50ppTplKDQ8Pc/bsWcbGxoRUr2xLKisriYyMFCojwNtvv01tbS1Lly6VKJGrqysPHz4kNjaWb7/9ltzcXO7fv09SUhKFhYUEBAQwMDCAv7+/xPQVG/C2bdsk4KnwEbq7u0VTpyhGvvzyS5ycnMQvefr0aWw2G3fu77QyPwAAIABJREFU3JHz3Zo1a/Dw8BAH6MjICIsWLWJiYgKdTicmg8bGRvz8/Lh69SppaWkcOHCAmJgYjh8/TlBQEHV1dcTExMgZ12Kx4OLi8nffp7+KxaJ4HgcHB7HZbOKz7+jo4NixYwwNDfH06VNpw8XGxmK321m6dCkajUZqq/Pnz0elUqFSqaTg09fXR0dHB3a7nfr6egB6enpwOByyKLKzs8Ws5erqKk+0GTNmANDU1ISHhwfnz58nNjaWY8eOkZCQwA8//EB4eDjNzc1i50pISJBDsXID/tZbb1FRUcGGDRu4cuUKvr6+PH/+XISoFy5cwGg0Ssr59u3bREdH4+rqKgFPvV5PZmYmGo2G7du3MzQ0xJ49e3j48CGpqamUl5fz/PlzaYgqJPyBgQHRTihlLbPZzLRp00hLS2P27NnEx8ezcOFCDAYDKSkp6HQ6qquriYmJwWw2U1lZSUNDg0Tuh4eHJSGuhF/ffvtt2tvb2b17N2q1mg0bNjAwMICHhwc2m01wq0ePHkWj0XDo0CF0Oh1ff/01NpuNK1euEBwcjJOTE97e3gJQzMzMxGg0smHDBvr7+4WPoBTrlOT0wYMH0el0nDx5EpPJ9Dfvm9DQUAYGBsjJycHV1ZWVK1cKzxl+hhRWVFSwfv16LBbL33+f/u9cBP9fX5OTkwLDq6qqkkNWRkYGCxcuxGg0Svc8KSlJQNEGg4GhoSHJinV3d1NZWUlHRwefffYZFouF27dvMzU1RWVlJcnJybJf9/X15fXXX0ej0ZCeno5KpRKYt7KP7ujokAO2MnRQeMDKH+jY2Bi7du1Cp9Px7rvvMjU1Jeig4eFhEZHGxMTw448/smTJEi5dukRubi7Dw8OUlJSg0+no6upi6dKlorvWarW8//772Gw2Xn31VdF8K4pyvV7P5cuXCQ4O5tNPPyU6OpqrV6/i5+dHbW0tAQEBmEwmfH19pYL9hz/8gZ9++km66x4eHjQ2NvLkyROGhoaERXb9+nV6e3upqKiQyVFmZiZBQUEsXboUf39/lixZgrOzM9HR0Wi1WoaHhzEajXz33Xf09PTQ0NCAXq/nyZMn+Pv78+LFC1JSUlCpVH/Th8nIyBDSvbLNKysrIyQkhLKyMurr62lpaeHs2bM4OTlx5MgR4OdagjLFSkhIkApxbGwsISEhrFq1imnTpgn8T7keUKlUqNVqMRurVCp5ah05cuTXX/5ycnIiPT0dnU4nMHCj0Sg408rKSvLz82lvb+fzzz8H4NChQ9hsNo4cOcL4+Di3b99Go9HgcDhITExkzZo1crnp5OREdna2fGoosITBwUEpYtXX1zM0NMTFixcxm81cunQJtVqN1Wpl4cKFknL28PBgw4YNTE1NkZGRgU6nE0SsyWSis7NTFm1DQ4PEb8xmM05OTtjtdhYuXIhGoyEnJ4e0tDSWLFlCaGioVJ4dDgc2mw2TyYRGo6G8vFx0CQ8fPsRsNksoMSAggODgYFGej42N8bvf/Y7Kyko2bdrEjRs3UKlUOBwOLl26RHh4OPv27SMiIoIvvvgCf39/rly5goeHB3V1dYSFhQnAIikpSe5NKioqsFgsDA4OUlFRIYDwlpYWSktLqaiowGQyYbPZuHnzprAEsrOzGRgYYMuWLRKx6ejoYMuWLXL/UVFRQU1NDZ6enjK1++GHH5g7dy5Pnz4lNjaW5uZm+X+k0WiYMWMGExMTLF26lNHRUTZu3IjJZCIhIYGSkhJqa2vp6enh/v37mM1m7t69S1tbGx0dHbx48YKLFy/KpaQiocrOzv71R/SVkV9FRYV8yn300Uc4OzsLCPrx48fMmDEDFxcXAgMD8fPzkzecSqVi69atdHV1iVvQ3d2d58+fc/fuXaxWqzT0Dh8+zPj4uOSQSkpKJDXr7e0ts/8tW7agVqsFB6SkU588eYLZbKaqqor6+noaGxtl6zM1NcWVK1dwd3fHYrGwYMECKZ8pKQBfX1/S0tJwdXWlubmZGzduYLVaJRN26NAhrFarxFeuXr2KwWCgqqqKkJAQ1Go1eXl5Etn38vJiy5YtuLu7SwK4pKSEoKAgjh07xty5czl58qTEWjw8PAgMDMTX15elS5ficDj48MMPqampYfv27SKqVS7o3Nzc+Pjjj/Hz8+PEiRNotVru3r2Li4sLdXV1EktatmwZPj4+bN26VQj6SqYvMDCQqakpXF1dqaysJDg4mB9++IHZs2dz5coV5syZQ2lpKTdv3sRsNjM0NERcXBxOTk5s2rQJtVrNBx98wODgIJs3b5ZFXVNTQ21tLZ6enmI8+/7774mJieHOnTtCjFGq2Eajkba2NpYsWUJWVpZcQq9YsQIvLy9RGP69169isbi7u/P999+TkZFBWVkZ0dHRuLi4EBAQQFRUFBqNht27dzM2NsaOHTuora1l1apVPH36FKPRyLNnz7h+/bq82VxcXLh+/Trz588XZfP4+DhRUVEYjUY8PT1FIrp69Wrq6upITk6mqKiIqakpKioqePDggfC01Go1p06dQqVSUVBQgIuLC6WlpQQFBeHs7Iybmxtvvvkmw8PDbN26laamJpKTk2lsbBSB0I0bN8RQNTAwwNGjR/Hx8RHSpMFgwMvLi7lz5+Lq6sr69evx9vZm5cqVMu5MTU0lPDyctrY2pqamZBTb2dlJYWGhNB1bW1ux2+3i3dy4caOcdZSDsZOTE4mJiRI2DAsL4/Dhw8THx3Po0CF8fHzk8i84OJjg4GCysrKwWq1s2rSJqqoqNm7cSEVFBZGRkdTU1DA8PMzIyAhff/01KpWKvXv3MjExwYEDB7DZbOKvKS4uRq/X09/fz+rVq4U7PWvWLBYvXozBYGD+/PlS9IKfK+Z+fn7k5+eTkJDA5cuXmT17NqWlpdy7dw+1Wi26c09PTzZu3CjnuhcvXvDKK69QUlJCYmIiZrMZm81GeXk5xcXFok5vbGz8h3GXX8ViUavVJCYm4uHhwcqVKxkZGZED45IlS9BoNEJs6evrIyYmhrt37zJr1izhi/X09JCeno67uzvh4eHMmTMHV1dXXn/9dVQqFe+88w49PT2il/by8qKpqYnbt28DsH//fjIyMsjPzycvL086/oAYdZW7nba2NtavX09vby+hoaE8fvxYHvvffvstrq6ufPLJJ3h6enL48GHsdjvPnj1Dq9VSX1+Pl5cXKSkpjIyM8Nvf/pbi4mI2b97MzZs3CQkJIT8/n5qaGqqqqjh27Bhms5n9+/djNpulNamIj65du4aPjw8uLi5kZmbi6+vLxo0b8fb25s0335QzwuTkJFarleLiYrq6umhtbaW8vJyuri6ZNjo7OxMSEiI9mD179gjTubOzE39/f4aHhykrK0Ov1/PFF18QGBjIF198gdFo5MyZMwDieVSeYIpUdvHixUyfPp2ZM2eyePFi/Pz8xCqt0Whobm6mra2NgoICTCYTt27dksX/15e8Q0NDpKen4+zszI4dO0hISGDVqlVEREQwd+5csSQrk0+1Ws3x48cJDAzk5MmTAPJEKyoqkhhPSEjIv9vP8r/9pVKpWLJkCQ6HQ6ACCp1kbGxMykR37tyhvb2dkpISVCoVIyMjZGVloVKpWLdunYhEu7u7hS2shOksFgu+vr7U1dURHx9PaWkpaWlpmEwm5syZI7CE9PR0CRHa7XbeffddGhoamDlzprQZlemLl5cX+/btIy8vj/z8fGbNmiUey+DgYPz9/VmzZg29vb188MEHFBcXs3v3biGkuLq6Ul5eTkREBN988w05OTlcuHCBJUuWUFRURHZ2Nn19fURERODj44OPjw/p6ekiDyorK2Pnzp2UlZURHx9PR0eHUGeUZmh1dTUvXrzgwIEDTExMcOfOHdzc3KivrychIQGtVsvatWvx8fHhnXfeYWJigri4OImbKB19T09PKWBVVlYKJ9jf35+QkBBRFCrTv66uLtauXUtBQQERERGUl5fLJe6pU6ewWq1iCz558iQ9PT0yEautrZWq+YwZM1CpVKxevZr4+Hgpxs2ZMwedTofZbJZF/+DBA6HWPHr0SP5/BAUFYbPZhHPm6enJhg0bgJ9ZAorHRVGH/L3X/xfWsatKpSpSqVSlv5i//u9fvh6lUqke/WL+Oq1SqTS/fF37y9/X//L9yP+3f8bExAQjIyPcvXtXJlhms5l79+7hcDgYGxvDz88Po9HIzJkzSUpKYvny5fj7+8uo09fXl8nJSTHWDg0N8emnn2I2mzl16hRdXV3cuHFDEsJJSUmSdgZ47bXXCAgIICUlBY1GI0G7yspKMVQpXfCEhAQcDgehoaGEhYWJPMfZ2Zk//OEPWK1WKbMp7cobN24QHh7OwYMHSUxMlLFuf3+/8MYUyIZSTXA4HLz77rt0dHSwefNmiaooLDIvLy++++47DAYD//Iv/yK6aofDIby15uZm6euMjIywc+dO2traWLhwIWNjY7i6utLX1yddE5PJRFlZGZOTk4yPj3P58mU0Gg2tra3MmDEDu93Om2++iVar5Z133sHJyYm1a9fS3NzM1NQUbW1ttLS0EBAQwI8//kh6ejrXr18nPT2dmpoaIiMjMZvNeHh4oFar8fHxISIigoiICFauXEl7ezs7d+7k6dOn5OTkUFJSIpPFxsZGenp6uHv3rpgN+vv7efTokUzeDAYDFRUV5ObmotVq2bZtG3q9nrfeekucO7W1tbi7uzM5OUl1dbVYmJUp6D+9WIBxYJHD4ZgBpAEv/QL8/hdg7y/mrwHgzV9+/k1gwOFwxAB7f/m5f/jq6+uThp3iOJ81axZpaWl0dHSQl5dHcXGxPKoLCgoYHh7mm2++YXx8XKrAX375pZSA9Hq93I5nZmaSmJjIokWLiI6OJiQkhKSkJImfOBwOWlpaBHl04MABBgYG+OGHH4Cf98vx8fFotVo2btyIw+HgnXfeYWhoiA0bNuDl5SXEx+HhYdRqNS0tLfj5+YkCo7u7W+LyERERrFmzBnd3d9atWydbJp1Ox9y5c0Xp5+LiIpGNW7dukZmZSVdXlxBXoqOj6ejoICYmRkpYL7/8smTGnj59KpGguLg4GhsbKSkpobe3l7/85S/Y7XZOnDjB1NSUeDYfP37MtGnTsNvtrF27llWrVkn4UeE+T01NYbfb6ejowOFwUFRUxLRp0yguLpZuTllZGT4+PlitVrKzs3F3d2fXrl2Mjo6ya9cunjx5wooVKyR8+dNPP4kKQ0lSfP755/j6+nLmzBmcnZ25ceOGMNYUrUdGRgbr16/HZDKxbds2amtrycvLY3x8XIK4itnazc1N1OxK96azs1PCpwp8/Z9eLL+wixW0uMsvvxzAIuDcL1//X81fihHsHLBY9Y/mcfx8g//8+XM5KBYXF2OxWDh16hRBQUHs27ePtLQ0rl+/TlxcHFNTU6jVatasWUNfX58Yunbu3Mno6CgBAQE8efJEwHIXL16kp6eHP/7xjzg5OfHRRx/R19fH4cOH6evrk2TAhg0bsFqtvPHGG0xOTrJ8+XK8vb0JDg4mNDRUOGKDg4NcvnwZs9nMiRMnuHr1Kk1NTdTX1zM2NiZUeJ1Ox5YtW4Qh5uvrS1ZWluy7laDkgwcPqKio4MyZM1RXV3P9+nWam5tpbW0V7fjixYtFL+fj4yO/r+KvDwsLo6+vj2vXrqHRaNi7dy9xcXH88Y9/JCkpiaNHj5KbmysJiS1btmCxWNixYwdVVVW8++678j1leKAMIux2O5999hlms1meNG1tbQQEBGA2m2UiuW3bNtRqNSkpKcI68/DwQKfT4XA4uH//Pi4uLnz11VfMnDmTo0ePkpyczJkzZ8jNzaWxsRGDwUBoaChGo5Fdu3ZhNpt5++23KS0tZdOmTQLba2lpobu7m8HBQS5cuIDBYODgwYOEh4fz+eef4+HhQUFBAV5eXtLsVC6yp6amiIiIICkpSYYfS5cupbW19d+3WABUKpVapVI942cHyw2gARh0OBzK6OCv7V5i/vrl+0PAv4py/rX5q6Ojg+joaLlgUkAFkZGRaLVaNmzYwMjIiOBu5s6dK4fqzs5Ozp49i8ViYd++ffj4+IhW2mKxEBsbi7e3N35+fqxZswar1cru3bsxm8288cYbNDY2iqSopaWF9vZ2IUx+8sknfxNfLywsxM/PT2Ib3t7e7N69W6q+kZGRTE5OotPpsNvtlJWV0dPTQ1lZGSaTicuXL+NwOLhz5w42m43Ozk5h88bGxrJgwQKhzPv7+xMeHi4MtPHxcYFcPHnyhJ6eHsnHubm50dHRgV6vx93dnaCgIEkj7N69m+bmZv7whz8wOTnJ6tWrGRwcpLm5GWdnZ44fP47RaORPf/oT7u7uIp19+PAh/v7+EsdXmM0rVqygtraW0NBQiauYzWZGR0dpbGxkcnKS0dFRKZXduHFDQpOxsbFi2VKgicqfR319PQsXLkStVktjVqHLnD59msjISE6fPk1qaqrUvRsaGmSAoNfrWblyJc7Ozrz++ut0dXWxbNkyqqqqMBqNdHV1YbFYGBgYEPDH1atX6enpobOzk7KyMvz8/ATn+08vFofDMelwONL4WUyUAST8Wz+mrIN/8L2//j3F/KWUcRYtWiQ34o2NjSxcuFB0cAaDge7ubuLj4wWfo2jrurq6SExMFMDawoULcXV1ZcuWLVKrVUiKCii8p6eHzz//nICAAA4ePIinpyf3798nNTWVkZERIiMjcXNzw8fHhxUrVjA2NsbatWvl4kvhXZnNZs6dO8fg4CBHjhzB09NT1Hc//vijhAcDAwPx9/cnPj6e+Ph4cnNz2b59OwUFBWRlZcnkZ3h4mFOnTtHd3S2H8s8//xyLxSL8r4KCAtECJiUl4eLiws6dO/Hy8uLtt9+WMpei+VawuBaLhQcPHuDh4UFpaakYhxMTE4mPjycoKIhXXnmF/v5+3njjDZ4/f86qVauorq5meHiY+vp6Ll26JOZmT09Pzp49y+TkJOfOnZO7LS8vL/Ly8ggPDyc7O1skU9HR0ZJlU85yHh4ewhzu7OwUJrRyw+7r6yspY2XhKl7JLVu2SEzFZrOJBrG0tJSRkRGOHj2KVquViM25c+eYnJzk1q1beHh40N/fT2BgIH19fQKM/w+L6DscjkHgDj9biw0qlcr5l2/9td1LzF+/fN8L+PvuMX7ehtlsNuF01dfXExoayg8//CChP+Xeo7Ozk4CAANzd3Vm9ejUuLi6igVZahFFRUUxOTsptb0tLC8HBwdy7d08U4rNmzcLhcDBt2jSmT5+Os7MzeXl5APyX//Jf6OrqYuvWrdIXr6ur4+bNmzg5OfHHP/4Rm83G119/LaT9oKAgAAwGg+TEVq9eTXNzM5s2bZIzRlFREZ2dnXR1dQlI7s9//jPJycl8//33hISEUFdXR3R0NOPj4/Im8fX1ZfHixbS3t/Pb3/6W+vp6gXQrsXVlW2IymXj27Jls5RSz2cOHD4mKipKeu8FgELbZihUraGxslNzV1atX0Wq1lJWVMX36dO7cucPcuXMxmUyyhdHpdKxatQqbzcZrr70mF5EFBQXiuFSgHMq29eLFi9JFqqmpkZ6MgppSzodjY2OsWbMGg8HA7373O2EcK0OB4eFhqqqqcHJykumoEkCtrq6WOrqi/1BU8S4uLrz00ku0tLSwfv16nj17JlpBh8PB5OTkP79YVCqVv0qlMvzy1zpgCT8bi28DG3/5sf/V/KUYwTYC+Y5/BGPiZ26YEgkpKChgfHyckpIS6Tcon0YK73fp0qXodDq5sFToiA0NDeh0OoqLi/niiy/o6enh/Pnz2Gw2fvrpJ2Emb9y4ERcXF958803GxsZYsWIFnZ2dJCUlyX5ccR9mZGRw+/ZtMjMzaWtrIzo6GoPBQEBAAMuXL2diYoJdu3YxNDTEG2+8QW1tLZmZmVRXVzMxMYHFYuH48eOCb42OjubKlSuScvb29pbIypo1a1CpVPz+97+ntrZWDsLLly/nxo0bvHjxAq1Wy8WLFwXf6unpyYEDB7Db7Rw5ckRG7DExMYJFVZK4yqenMupVtiNms5m6ujpCQkK4f/8+ERERdHV1SUy+p6eHjIwM1Go1O3fuxGKxkJubK0+AhoYGyeAdPXpUFBiRkf8Pc+8ZHOWV7+s+HRVbrdwKrZxBoIAAkXM0GUTOxoDDeGqfqb3Pvd923W97V83MZs/gBCaYZJIJJkkCk4WEUERCEspSK7da3a3QarXUfT/Y77p7qs7MuXVmzil3lasMdhGkN6y1/r/f80Tz5s0bQkJCaGlpITAwEPiZCOPu7s7s2bOJiIhgw4YNhIWFYTQa+eCDD2hubhY3hMlkwmQyMTIyQllZGRaLherqajQajdjoSy3NGTNmiL2TTCbjwIEDDA8Ps337dsrKyggNDeXdu3cUFhbidDq5evWqqHZIvIO/62YBQoHHMpmsEigG8l0u1x3gvwP/TSaTNfDznuTbX/7/b4GAX37+vwH/1//sN3A6nRQUFODt7U1QUBBz5swhOTmZBQsWsGXLFhHGk87qTSaTiJdfuXKF/v5+4Xbp6OggMzOTyZMnExYWxrJly0hOThYAB3d3d1QqlTiSlslktLW1odPpxK8rPYXNZrNAkCoUCnbt2oVcLhf7gMjISNrb23G5XOh0OsrKykhISODly5ckJyfz9OlTkpOTMZvNpKen4+PjQ0hIiMC3Hj16FI1Gw65du5iYmBARD0mTIJWbLly4wMKFC8Xm3Wg0kpycTGhoKDqdjoyMDBQKBTt37sRsNgs2dEpKCk1NTZhMJrq7uzl58iRyuZwTJ05gt9s5e/asyE1ptVq6u7tZv3497u7ufPrpp6jVajIyMoiIiGDSpEmiLqHRaASc4vHjx2RmZvL+/XsiIyPFCaMEqVi6dCkDAwNCgLpixQqh4WtsbGR4eFjcAE6nUwD/pD/rzZs3GRsb4+nTp3h5eVFSUsLs2bNFJEmr1YoHqZubm6Dz+/j40NHRgUaj4f79+0yaNIlr166RkZFBWVkZAQEBgp4fGBhISEgIiYmJfx/r2OVyVbpcroxfzF+pLpfr//nl55tcLtcMl8sV73K5clwul/2Xnx/95cfxv/z3pv/Z7wGwfv16amtr0ev1VFRUUF5eTm9vL5cvXxaFrPDwcLFel0jzcXFxJCQkMGfOHOLj48WR67Rp08SpUktLC2fPnsVms3Hs2DEcDgenTp0SEDyAtrY2vLy8BMlkzpw5LFiwgJiYGCIjI4XGwOFwCKPuixcviI+PZ2BggJcvX9LZ2UllZSV6vR6FQsHmzZvx8PDg008/BRBLnvDwcPHK7+/vFzA5acNeW1tLTU0NCoUCk8kk4BmSmls6rZMm64mJiRQVFQkutAQkPHnyJEFBQVy6dImsrCxkMhnh4eHijbxhwwZUKhWrVq1CqVQSGRmJVqtlfHyc/v5+Mc+5desWg4OD5Obm0tPTI8KHzc3NItmwe/dubDYb27ZtEzxnaRAok8nEBvrq1avo9XrOnj2LVqvl2rVrKBQKnj17RnR0NOPj44SHhxMSEiKamNI+Ra/Xs2DBAux2O/7+/tjtdhwOB83NzVy7dg2Hw8HFixcZGRnh/v379Pb2UlJSgtPpxG63k5GRgZubG0eOHCEgIIAjR47gcrkEc05y6/wv3yz/Jz6jo6O8fPkShUIhohMvX77Ew8MDm81GfHw8er1eZH46OjrYtWsXjx49IjIykpcvXwpe8NmzZxkaGuKbb75h7ty5PHjwgNDQUMxmM5GRkSIanpmZSWBgIOvXr0er1ZKcnCy622/fvuXevXtiHjEyMsKpU6cwGo3ipnv79i2pqakAhIWFkZaWxvr165k2bZowg+l0OsxmM0NDQ1itVgESlzJjZrOZS5cu4XK5ePHihbiw1qxZg16vZ926dQQHB7NkyRIAoqOjRS15aGhIAP1evnzJvHnzyMvLIysrSzgck5KSBA5Wko/W19eTnZ0toOvv37/n/PnzWK1W/vznP/+F1DU/P5+IiAjhhgwLC2PKlClMmTKF9evXExUVJbjBarUajUbDo0ePaGlpEcHTly9fisq1XC7Hbrej1+sJCgrC19eXadOmMTo6yvr161EoFBw9epSOjg7Wrl37F3ufgoICjEYj33//PQ6HQ5jJpH2fRJAJCgrC29ub+Ph4ZsyYQXJyMps2bcLf35+ZM2eKEuHIyAj9/f3iiHnatGk8fPhQ2Mr+R59fxc3i6ekpwodarZaAgABycnIYGhpiz549yOVyNmzYIAgdnp6e/Pjjj6SlpXH69GnS0tJ48OABKSkpQmwTERGBRqNh3bp1OBwODh06xPv379m5cydv3rwhODiYJ0+e8PTpU8xmM8ePH2f+/PmcP3+e1NRUqqurBVVdcsgHBwezatUq1Go1mZmZQm/x4sULOjs7aWtr48KFC9jtdn7/+98zMDDAhQsXGB0d5fbt22KfIDU6JT97c3MzO3fupKamhrCwMEHm7+7u5smTJ/T29lJaWkpPTw/ffPMNDoeDu3fviqLcjBkzcLlc7Ny5E6VSKQamK1euZGBgAC8vL3G8HB8fT25uLosXL+bevXtkZWXR29sr6sOhoaHCvrZq1SoaGxvJycnh9evXwjVfWlqK1WrlyZMnmM1mbt68SU9PD8+fP2dsbEwsF6uqqsjKysLpdJKTkyP41WNjYyxfvpy6ujqSk5MFmlapVIrE9M2bN5k1axY3b94kPT2d6upqwsPD6e/vR6fT4enpibu7O4sWLRI24nfv3pGdnc1PP/1EZ2enyJP19vbS0NDAu3fv6OrqEoROCYMbEBCA1Wpl7ty5f/M6/VXcLDKZjJycHBGMczgc4jUsl8vp6upiaGhIYI6cTiculws3NzcBbvjww58DBPv27aO1tVV0TsLCwoTLMTY2ltzcXBE3WbBgAe/fvxfn/25ubsyZMwcvLy8++ugj+vr62LVrF4WFhSQnJ4uAX1tbG48ePWJ4eJgvv/ySyZMnc/UPDRJSAAAgAElEQVTqVcHrdXNzE6q7bdu24XK5WLduHSMjIyQmJmI0GhkYGGBwcJBbt27hcrlE8PLYsWP4+fnx6tUrNBqNSNt2d3eTlJQk3hKbNm0SoiMJtuDr6yu+XhKqNigoiEePHnHz5k1aW1spLi7G3d2d8fFx5s2bh5ubm2AcfPzxx3/xd62srESr1XLx4kUCAgI4deoUUVFR4q1fXV2NVqvFy8uLqKgo4uLiWLduHXv27KG9vV0QYyTusM1mY2hoiPHxcSoqKkTbVNLYSZ1+yV8jDRE9PT3Jycmhr69PPPTWr18vBEkAb968IS4ujlOnTom6s7THkRC80uB21apVzJ8/n4iICGbPns20adPE1/JvfX41N4ufnx82m43BwUE6Oztpb28XS5h79+7hcDh4//49fn5+qFQqPvjgA/z8/MS6W9JMd3d3Ex4ejtVqpaqqSph1pR+7ubkxOjpKVlaW6OmPjo7yu9/9Dg8PD9LT00W/JTAwkGfPnpGZmcn58+eZPXu2iEuUlZURGBgo2GPSr7dt2zbq6+vZtm0bjx49EjGely9fCsuxy+XiypUrJCYm0tHRQVpaGl5eXsTHxwsz8ZEjR6ivr+fQoUOUlJQwd+5cqqqqGBkZobKyksePH2MwGDh27Bh2u53jx49jsVi4evWq4AjrdDoGBgZIS0sjKiqK2bNni8Svn58fycnJKBQKDAbDX2zaf/zxR+bPn095eTkOhwO5XI5erxdN07179zI8PMzhw4cpLS0lKyuLuro6kQ178OABAF999RVKpZIzZ86IWYxcLufp06eEhYVRX18vSnkHDx4kJSWFJUuWMGPGDJYtW4a7uzvR0dHAz1Vwf39/8vLyiI6O5tKlS8ycOZMHDx5gNBoxGAwMDQ0J4EVOTg5Op5ODBw9SU1MjSJ2RkZGMjY3x/v17Ojo6RHVCGnL/6iP6RqMRk8kkeGBS38FmswkbrsPhYOHChWKZ5nQ6aWhoEPsHCexms9koLy9HJpNRWloqJuAZGRnExMSwZs0a/P39RStOrVbj7u5ObW2toLFIHOGamhoGBwdFEkByNnp5eYnI/44dO5DL5aL/bzKZBCUxMzOTCxcuMGPGDMrLy0lPT0etVhMWFsbSpUtRqVQcPHgQNzc39u7dy8jICOvWrcNkMtHe3k5AQADnzp0T0tmwsDCKi4uZNWsW5eXlJCUlCXPxlClT0Gq1LFiwgOTkZBE5kSDa7u7u1NfXc+nSJQYHB7ly5QpWq5Xc3Fw6OjooLCzEbrczODhIUFCQkEt5eHiwd+9eHA4Hc+bMETMRm81Gfn4+AQEBQlh76dIl3N3dRQlPrVYTERFBdnY2KpVK5NZWrVqFv78/cXFxxMbGEhgYKPYSHR0d5OXlYbFYePHiBV1dXbx+/Zrh4WERNZJOL6U5j0Tu8ff3Z9GiRcDPeC3JtqBQKDh+/Dienp7ixpU6PO3t7UL2KlUy/trnV3GzuFwu/Pz8yMjIwM/PT0zyY2JiePfuHT09PbS0tHDu3DnMZrOAYUtP0ZcvX4o1bHJyMikpKTQ3N7N161bq6uoEQ0rKi927d4/h4WGePHmCw+Hg8ePHjI6O8ujRIxQKBZ2dncTExODr68umTZsE8sjd3Z3p06eLSbHEInv79i2dnZ0YDAaam5sZGBgQBE2pd3Hw4EEcDgcff/wx7e3twuHi5uaG0+kUZt6qqirhaJc2mxKVPzAwkDVr1uDh4cFnn32GSqXi008/pa6ujpkzZ/Ls2TMMBgONjY1cu3ZNJK4HBwe5fPky4eHhItPl4+MjbqRZs2Yxffp0VqxYgV6vF/TJwMBA4W+UNukymYw3b96gVCppb28nODiYoKAgfHx82LhxIw6Hg127duFyuThw4AAGg4HExETq6uro6Oigr6+PK1euYLfbhXr94sWLwlAQEBBAa2srgYGB2O12oqOjUavVLFy4kIiICPbv3098fDzLly9HpVKh1WqxWq309vZSUVEh/v6SzVlyekoHClIa4+OPP2ZwcJADBw7w8uVLpk+fTktLy99Ue/8qbhZJaxAcHMzDhw/FG+I//uM/SElJoaCgQOCM4uLiiIqKws/Pj4ULFzIyMsLu3btpb28nOTmZ8vJyMdW+cOECfn5+fPvtt2g0GgoKClCr1SJz1NXVJbTf6enpbNu2jba2NrZs2UJ1dTUBAQF0dnZSXFyM0Wjkhx9+EBR3s9lMXV2daP5Jy8Ply5cTExPD0aNHCQwMZM6cOWL2oNFoaGpqIiwsjKdPn3Lq1CksFgunT58W3C83NzdMJhM7duzAx8eHDz/8EB8fH/bs2YPFYiEwMFCkftVqNeXl5URFRXH8+HFmzJhBbm4uERERIibf399PQECAkAZJpbqFCxfy4sULLBYL7e3tlJeXC3mT0WjkyZMn9PX1cfPmTeFdDA8PZ2RkhNWrV+Pp6clHH32ERqMRRmNpgOlyuVCpVFRWVhIUFMTVq1eZOnUqDx8+FPxqaUYUFBREenq6wLn29fWxb98+fvrpJxYsWEBRUZHw0LS0tIjuv9Vqpb29XTwYpAiPXq9nZGSEjRs3EhwczKeffoqbmxtbt24VN0NLSwstLS14enpy69YtEhMTOXXqFJ6enn93RP9/+8dsNjNv3jxu3LjBihUr6OjoICUlRXRUpG7C0aNHRVRDyjaZTCYKCgoYGxvj+PHjhISEcP36daKjo7Hb7eJV7+fnxwcffCDW2gUFBWzevJnc3Fy8vb0pLi4Wsw0ptXr8+HE8PDzIzc0Vujyp/SchhDZu3MiBAweoq6vDzc2NoaEhWlpaMJvN1NbWYjKZuHfvHlarlWfPngnvSXh4uKg4L1q0iLCwMFavXo2XlxehoaHYbDYGBgYYGRmhqamJvr4+EVo8d+4cg4ODPHnyBKPRiNlsFoTInJwc3Nzc+O1vf0tdXR2HDx8Wag21Wk1ZWRkajYY///nPpKenc/PmTSIjI8nLy8PT05PW1lZCQ0Px9PQkNjaWVatWYTQaWb16NcPDw+j1egHAsNvtmEwmDAYDCoWC6upqIiMjxdtbgrInJSUhl8vZu3cvTqeTjz/+mLdv3zJnzhzhn3n27BkjIyMoFApxIiklHqTDk7t37wKI+L/FYmH+/Pns2LGD9+/fk5OTw9u3b0lMTBQlsK6uLkwmk4gbPXnyhIyMDDHfGh8fx9/fn7CwMAIDA9FqtX/1Ov1V3CwAarWamTNn4uHhwZYtWxgZGREgBiknZbVa8fDwEF3q169fi1f85MmTBWxuw4YNeHh4iObfunXrRJIZoLy8XAiOMjIyOH/+PJMnT8ZgMIgNZVxcHPPnz8fNzY3Dhw/T0NDAtm3bhBC0oKCArq4uOjo6uHLlCu7u7nz33XfY7XauXLkiKCdeXl5CwBoREcH8+fOZO3cuqampLFiwgKdPn+Lj48Pr16/F6c7p06dxOp3i2PnOnTvI5XIaGxsJDg4mPT0dnU7HjBkzWLFiBREREQLsEBUVhVwup6SkhMjISLF3amxsxGKxYDQacTgc+Pr64u/vz8KFC0Uqoa+vj507d1JQUEBcXBylpaWCwXzmzBlUKhVffPEFw8PDnDt3ThjTJLLlvHnzcDqdREREMG/ePNLT04mLi2PmzJmo1Wrkcjne3t48ffqUxMRELl68SFZWFleuXGHWrFk0Nzfj5uaGXC5Hq9Wi1+vRarVi4Cl9HySwRlRUFM3Nzbx//x6n08np06dFrEitVnP9+nUACgoKxA20YcMG3NzcyM7OJjo6WrzBd+7cSWtr69+8Rn8VyomTJ0/+6+bNm8VxcE1NjWj7Sa9haVMnk8nQ6/Wo1WpRHZZiIiqVShy3SkeVJpOJiooKtFot5eXlTJo0idHRUXHyNDExwZIlS6irq2Px4sUoFAoiIiJwd3enrq6O8PBwzp07x9y5czl+/Djbt2/nq6++YuPGjbx+/ZqUlBQR1JMswevXr6e0tJSFCxeKvNrExATPnj0jLCyMb7/9lkmTJvH111+zc+dOvvvuOzZu3EhDQwNJSUmkpKSInn99fT3Tp0+nt7cXuVxOX1+fyG+dPn2a5ORkrl27JhQRXV1dKJVKMa0PDQ0VXAKtVktCQgI+Pj7iJK+srIzExEROnjzJ/Pnz+cMf/sCWLVs4deoUGzZs4MWLFyxbtgy9Xg/8zHLr7e1l5cqVVFVVCeba0NAQ/v7+4ma8fv06cXFxXLlyBT8/P8rKyhgbG2N8fBwvLy+0Wi2pqanIZDJmzZqF0WgkNTWVgIAA8U93dzc6nY7vv/+erKwsvvnmG1auXMmf/vQncnJyOHXqFEuWLKG2tpbs7GyioqJwuVysXbuWoqIiZs+ejcPhwOVyodVqsdlsjI2NIZfLsdlsYkXS09NDXl4eU6ZM4eLFi/zzP//zr1c5MT4+znfffYfNZqOwsBCdTifUaBs3bsTlcjF58mR6enoYHR1leHiYrq4uhoeHaWxsFOZai8VCS0uLOMmSrMQLFiwgODiY9evXo9FoSE1NFdGVkJAQweUaGhqitLSUlpYWmpqasFqtjI+PM2nSJPz8/Ni+fTsKhYJDhw5RV1fH0qVLRdzby8uL8vJygoOD+fbbb0lMTOTMmTPEx8fz8OFDEQWXei8qlYqlS5dis9nYu3cvjY2NzJ8/n6amJlpbW3E4HJw4cUIsSwICArh//z4JCQmo1WrCw8OFKnzRokUkJSUxbdo05syZI7JcSqUSp9OJWq2mq6uLV69eYTabefbsGf39/bS1tQnfvbS32rp1q6hbl5SUkJOTIwptQ0NDPH/+XFB09Ho9V69eFbpsgOLiYnQ6nWB8LV26FF9fX+bPn09KSgohISFERESgVqsZHh7Gx8eHZ8+eodfrBeerra2NqqoqEaKUlOfSrOro0aM0NTXx0Ucf8fDhQzIzM5mYmKCiooKAgABOnjxJXFwcFy9exNfXl1evXqFUKgV/QMK6hoaGCiifpA751VP0lUqluKClYpB0KvXixQuxTof/j/t1+fJlRkdHKSsrw8/PD4VCwcyZM0lOTmbbtm2sX7+eyspKfH19/+KLn5ubK4aB/f39vH79mpGREWpra1Eqf24cZGVlER0dzdatW/H392f58uUoFAq0Wi1ubm709fURExPDtWvXmDNnDm1tbXR3d4sKsHTStHr1akGWNJlMfPbZZzx79oxFixZRXFxMWFgYbm5uFBQUEB0dLZR5Uk9nZGSEyZMnCxK8JDfatm0bFouFXbt2icFhcXExDQ0NNDY2UlJSwtDQEDdv3qSrq4ubN2/i7+9PeXk5np6eKJVKJk2ahE6nY+fOnYSEhDBr1izc3d3FMe6bN2+IjY2lo6OD0dFRATGXOkWenp5ERESI2PvWrVuxWq1s3LiRgYEBlixZIpQgbW1t3L17F4vFIgKwDx48wGAwiARwR0cHkZGRyOVypk2bhl6vZ9OmTcTGxpKTk4O7uztBQUG4XC5evXqFXq/n3LlzzJo1i4aGBoxGI0ajEafTKVhlUp15//79dHd3i7LZ1KlTefLkCUqlUowdpGr7rz4bNjg4SENDAyUlJXzzzTeMjo5y7tw5vL29qaurIzU19S+qoL6+vixevFgQJ3t7e4mIiKC2tpbS0lI6Ozs5d+6cmD77+/vz008/CW+iTCZDqVQS/YscVbrJXr9+TXx8PKWlpVRVVdHe3s7r168ZGBjgxo0bYpbT1dVFa2sr3t7eeHh4EB8fT0hICBs3bsTDw0NExKXAosFgIDAwkNu3b5ORkcH3338vIv9FRUWCeeXn58fQ0JCY0n/66aeMjo6yceNGTCaTOFWT7GFFRUUCOzp58mTu379PZGQk+fn5eHl5IZfLmTp1KtOnT2dgYIA9e/ZQXl7OjBkzePv2LUajUQQje3p6xAGE5LFxOBxMTExQU1NDYmIi4+PjbN26FbVaLdqIWVlZgo7Z2NgooIDnzp1j+vTpXLlyhcjISPE0l5ZEOp1O5Mwk5XpxcTHJycm0trbS29uLyWSipKQEg8FAaWkpdXV1AioxOjpKREQEXl5e4vBi8+bNeHp6snv3bgAyMjLo6+ujsbGR/v5+8vPzcTgcnDx5kpkzZ3Lv3j1iYmL48ccfUalU3L1799dPpPT09KSiooLZs2cLK7G0tl61apVgV0knY3V1dajVat69e8fFixcZGBjgiy++wM/Pj4cPH+Lr68vY2BgJCQmimixlzQ4ePEhpaSmLFi2ioqJC5JLu3LlDQEAA33zzDdHR0dy/fx93d3eePXuGTCZjfHyc6OhooqOjmTVrFklJSaxevRpvb28MBgOjo6NYLBbq6upE5NxgMFBbW0t3dzdVVVV4eHgIiY9SqWTq1KkkJiayZMkSEhISBJNX0m339/djs9lEj0VqKg4MDPDmzRvkcjlqtZrU1FQ8PDw4dOgQvb29/Mu//AtFRUUsX75ccLEaGhq4e/cunp6e/OEPf0Cv1wvT8vPnz/H29qa2tla0GOfPny869pK+QiKyDA0N0d3dLRIO0dHRFBQUMHv2bAwGA01NTWJoKFm5Dh8+TEVFhbB8xcTEiEFwe3s7RUVFeHl5cfr0aXx9fYVwSMrxtbW1kZKSgkwmEwPI5cuXI5fLGRsbEyANKRPW3d1NTU2N+DVSU1Opr68nJiYGLy8v3NzciIuLw9PTU9TWV65c+eun6CuVSlatWgXAli1bMJvNLFy4kLa2NnFUKW0cDQYD8fHxlJeXk52dzdjYGOnp6QLqlpOTQ09PD4cOHcLlcrF8+XJsNhujo6OMjY1x69Yt9Ho9J06cIDAwkLy8PNGuS01NJTk5mcDAQAGv+Kd/+idBwCwoKBAHCGVlZfT19QlO8JkzZ3C5XNy5c0f0x0NDQ4UkVHqCBgUFsW7dOtFC7Ovro76+nh9++EGkmiXPidFo5MGDB6hUKtrb25k9ezaTJ08mPj6ezMxMZs2ahYeHB9nZ2bhcLsFTlpjG0k1x4sQJ0tPTRcEtKCgIPz8/jh49SldXF59++imNjY3s2rWL2tpaQkJCMJvNNDU1CdqNw+HgzJkzokMkDXXd3d3p7OwUCewdO3YQERHBmjVr8PT0JDMzE4fDIVCv+fn56HQ60f2XoBIVFRVMnToVrVYrFN4Gg4GDBw/y/v17Vq5cKUDeFosFk8lEV1cX7e3t2O12Ll68iM1mIy8vD6VSSVFRkZi5rFy5EoVCwZEjRwT5RiaTsWTJEhoaGjAYDLS0tJCfn//3d/D/d39kMpmIZPT39+Pj40NNTQ1+fn5YLBYuXbrE+Pg4t2/fFlibefPmifXoxMQEq1evxmw2MzExgcvlwuFwMDIyIqy/TU1NQuIqlX0iIyOFMuHgwYOC/2W1WgkLC2NsbIwff/yRgIAAvv76a3x8fDh+/DiBgYE8fvwYb29vent7CQ8PZ8mSJajVavbs2YPJZGLjxo2UlJQQHh4uFNlSFslkMnH16lU0Gg23bt0iPDycmpoa4dXU6XSsXLmSuLg40eqUMmsajUY0E3t6enjw4AEWi0V802UyGT09PUIsGx4ezuLFiwE4evSo6MP09PTQ1dUl4j0ymYw//OEP+Pv7c+HCBRQKBXfv3mXKlCmoVCr0ej1hYWFotVrWrFmDTqdj4cKFTJ8+nYSEBJKSkvDy8sLlclFZWSlYBxJN0mg0MjIyQnd3Nz4+PkRHR+Pj48OsWbNwOBzs378fu90ubFxqtZqxsTHy8/NFdcPd3Z3bt2/jcDi4du2aQEJJHR0fHx/R+Vm9ejVOp1MU7qQ5mbe3N3fu3MFsNgtm8tu3b5kyZQrt7e1/X/nr/8RH6hbk5ubicDh4+vQpbm5umM1mfH19SUlJITw8nI0bNxIUFERcXBz+/v6MjY2JBLI0eW1vb8ff3x+TyUReXp5Qb2dnZ+Pj48P27dvx8fFh8+bNjI2NER0djcPhECdDRqORsbEx6uvr0Wg0DAwM4OvrKzbFU6ZMISgoiH379tHW1sa2bduwWq1ER0fT2trK+/fvMRgMnDx5ktDQUL744guCg4MpKChAq9VSU1ODj48PcrlcDP3MZjMHDhwQnsT79+/jcrl4+/Ytly5dwmq18p//+Z/Y7Xa++eYbQkJCKCoqQqvVUldXh7+/v/CPSPAKf39/9u7dy9jYmIjWSA+SpqYm/P39qampISkpiXfv3pGUlERgYCDh4eFMnz5dNENdLhf79+8XZuPXr1/T1tZGQ0MDN2/exGg08t1334lujlS4knz3oaGhmEwm5s6dS0BAALt378bLy4tVq1ZhsViIiIjAYDDw7NkzMfVPSEgQXaW6ujqSkpJQKBSEhIQwZcoU4YWx2Wzi2H/ZsmUUFRUxNjZGbW0td+7cEZBAs9nM7du3MRqNvH79GrvdzvPnz/Hw8MBgMAjf57Zt2/7mdfqruFkGBwcFXC8yMpI5c+YISuGTJ0+IjIzk6dOnvHjxQlBZTCYTJ06cwGw2c+7cOWw2m5ggWywW/Pz8RH03LCxMVIiljajRaKS/v5/u7m7MZjONjY2iWNTU1CTo8JLdWGrVLVu2jPHxcWw2GyqVSiRppXV4VVUVM2fOxG63k5iYKAxYmzdvxmw289lnn5Gfn8/y5cv/QvhZVFREcHAwP/zwA1OnThUzlN7eXlJSUtBoNAQFBZGdnY2Xlxe//e1vqa2tFUe8kydPpru7m5GREUZHR6mvr8dgMNDb20tHRwfHjh1jcHCQ8+fPiwR3ZGQkAHv27MHlcrFr1y6MRqMoU3V3d6NSqXjz5g16vZ7bt2+TlpbGixcvSE1NpaurS7yBfX19SU1NJTExURyFb9++ndraWqElt1qtDA4O0tPTQ0dHB25ubpSUlBAbG8v79++5d+8eMpmMxsZGkpOTxRtnZGSEDz/8kNbWVlJSUqiurqa1tZXm5mauX79OZGQkJ06cEFT+jIwMASmxWCzCupCQkMDUqVPZsmULa9euFVpyKf0g1c3/2udXcbMEBATQ1tZGRkaGKDsZDAa++uorsrKyuHPnDrNnz6asrIz4+HgmJiYICQkhKiqKwMBANm/ejLu7O/PmzcPDw4Pw8HAeP35MYWEh3d3dgjB57NgxxsbGuH37thjiSZTI1atXk5OTg9VqJTs7G4vFgo+PDzabjc7OTkZGRrBYLHR1ddHZ2Ul3dzd+fn6irx8REYHdbmfbtm2oVCo+/vhjXC4XOTk5Ii/l6enJDz/8gF6v5/jx49hsNrq7u1Gr1QwMDKBQKHC5XAQHB4tj5yNHjtDT08O2bdt4/PixGAJKy7ZTp07h7+/PN998g0qlEkvW3NxcgZ8NCAhg+vTpaDQatm7dKi7sqVOn4u3tjUKhYGJigqamJnx8fCgpKSE6Oprnz59z69YtoSzU6/WC8D8+Ps6+ffuoqKggJyeHBw8eCIRqbW0tarWas2fPolQqOXHiBDKZjOvXryOXy//izSm9KQ4cOMCyZctISEgQ9XBvb2/Gx8fx8fEhNzeXyMhIrl+/zpQpU3jz5g0ZGRkYjUb6+vrQaDSCoglw6NAh2tvb2b17N69evSI2Npbm5mYaGhoYGBgQKYmLFy8yMTHBTz/9JOwEf+3zq7hZRkZGcDgcnD59mvT0dK5cuUJUVBQjIyMolUqioqLw8fFh376foTF79uyhqamJOXPm8Pz5c4xGI42NjSJ+fuzYMebPn09NTQ3Tp09HpVIJQqJcLmfXrl04HA6WL1+OyWQiODiYnp4e2traMJlMHDt2DKfTyR//+EcmJia4fPkyw8PDPHjwAE9PT8xmMxkZGfj6+rJ//36WLl0qnl4KhUKUnCQlhFarpbW1lYmJCUZHR0lJSSErK0u46yWypJ+fH3v37hU9DrVaTV9fH2FhYeJGaWtro7GxEZPJhK+vLyqVitjYWHEz7Nu3j7GxMT788EPa29tZvnw5VquVuLg4njx5wuPHj+nt7eXcuXNCDyHNnaS5VWRkJDabjX379rFmzRoyMzOJjY0VOkFfX1/g58LV5MmTuXTpEosWLeL27dsiJiP1RiZNmkRUVBQ6nY6ZM2ditVrJyclheHiYrKwsNBoNTqcTm83G69evMRqN5ObmMjAwIJZ5JSUluFwuOjo6SEhIwM3NjR07duB0Ovnkk0+IjIxk586dIpkgk8loaGggKCiIM2fOEBERwfnz54XN2cvLC7vdLoajXl5ehIWFiUHuX/v8KuIu//Zv//avn3zyCZ2dnWRmZuLn5ydcJVqtlpiYGOBnNYWXlxfv378nOjqax48fM2/ePG7fvs3KlSt5/vw5q1atEhdHWFgYfn5+pKenYzAYSElJoa2tDafTSWtrK3V1dahUKi5fvsykSZPIy8tj06ZNVFVVCRGpTqdj6tSpWK1WFi9eLCIzPT09jI+PMzExQX5+PiqViu+++47U1FSuXbtGQEAApaWlxMTEUF9fT1JSkuicSw+A0NBQent7UalUInYxPj7O+/fvRS9HSivY7XZ0Oh0hISHIZDJSU1MFmGN8fBydTkd7e7sgXUp7pMuXL5OWlsb169fZsmULN27cYO3atRQWFrJw4UKhpIiJiUGj0ZCSkoJSqcTX11cY0qRYvq+vL8+fP8fNzY2BgQE6Ozvx8fGhu7ub5ORk8XWfPHkyGo2GGTNmYLVaiY2Npba2VugAJbrKrVu3mDRpEpcvXxYPhMWLF4vEsd1uJz4+XtS4JSabh4cHFosFf39/wR2Ty+VUVVWhUCgwGo28f/8ef39/DAYDWVlZIk4TFxeHxWJh3rx5wkz26tUrQkNDsVgs3Lt3j9/+9re/3riLRDSXxDaSq2VoaIiysjKxQTOZTLx8+RKDwcDbt29xd3dnbGyMlJQUFAoFBw8epLe3V3jNIyIicLlc4umcn59PfHw8jx49YvLkybx79460tDT0ej3BwcHiwtu4cSMWi4WMjAyqq6sZHR2lublZAA2+/vprZDIZZ8+exW63U1dXJ7JXWq1WRE5WrlyJw+FgxowZOJ1ORkZGMBqNdHd3YzAY+P3vfy88iXa7XRAnW3Rgn0UAACAASURBVFtbiYiIQKfTMW/ePKZNm8bixYvR6XRUVFSgVCrFxHpgYACbzSbAcuXl5aSmptLb20tmZiZKpRK9Xs+sWbNQKpV8/PHHDA8P8/HHH/Py5UtiY2PJz8+nsrKS5uZmzp8/L+JHVquVwsJC/P39qa6uxsfHB5fLJYaBa9asISwsjJycHHx8fEQNQNILSvMhCf6dm5tLRkYGBoNBBF/9/PxYuXIlgYGB7Nu3j5aWFg4dOiT+bIWFhUI9KLkua2trqa+vp7CwkL6+Ph4/fiwg6iEhISgUCnEYtG/fPlwuF4sWLaKhoYGuri6amppEee77778XGTZvb2+sVutfvU5/FTeLUqlEoVCIjWdnZydFRUX09/eTl5cnqI/e3t6Eh4ezYsUK0tPTRT127ty5Ynmk0+n46aefuHbtGiaTiZs3b4o4i4eHB0NDQyxYsAAvLy+Bd5XERBkZGSiVSlQqFd7e3hQUFJCZmSngCZWVleJGjoyMFIldiQ4vJXYlJKkUO//666+x2+1CHipJf3Q6HcHBwULkunXrVt6/f8/q1at5/fo1ERERVFdXU1lZSU9PD3fv3sXf35+TJ0+iUqk4d+4cTqeTp0+fEhQURH9/P+np6SgUCj788EOGhob4/PPPhV9GpVIxMjKCt7c3+fn5Qm8+b948nj9/TnJyMj09PQKGHhoaKhLgR44c4c2bNyxcuJC6ujqhzm5oaBDmgtbWVmw2m9CGT0xMUFpaSmBgoOiYqFQqwZpeunQpT58+xWaz0dDQIPY6/9VAlpqaytOnT/H29hbjhLa2NmbPnk14eDhLly5l//79dHZ28sEHH1BdXY1Op6O3t5fh4WG6u7sZGxujrKyMuLg4SkpKyMrKEgNkifYzadIkPDw88PPz+6vX6a/iZnG5XBw/fpyhoSHxlHA6ncTFxbFmzRpsNpuAgvv5+VFZWSmGgrm5ueL16XQ6ycvLEwA1Hx8fEhMTiYyMJDY2lsWLFxMSEkJsbCxKpVLExqurq0U/4sKFC3R2dgrgwcDAAJmZmcIiJpfLOXz4MEajkYiICFpbW3F3d8fX15fXr1+TmZnJjRs3WLJkCZWVlSLZHBUVJQj6u3btEhdPUVGRiIOUlZWJPk1QUBDHjx8nKCiIhw8fiim2ZOBVq9Xs3r0bq9XK2rVrcXNzIzQ0lNDQUFQqFRMTE3h7e1NRUUFsbCxWq5W7d+8KZrHNZkMmk5Geni4eHJJxrba2lgULFvDo0SNkMhkOh4O8vDzCwsI4efKkmMVotVry8vJQqVSUlZURFhYm+GqbN29Go9Ewa9YsEhMTCQgIQKfTicMMLy8vHjx4QGZmJrm5uSQkJIgDBrlcjo+PDzNmzMDb25udO3fS29vLJ598QnFxMfPnz6e3t1dQgaTj4RMnTqDRaDh16hSAoJFKp4U2m00cBi1evJiEhARRWZ80aRIdHR2MjIz81ev0V3GzOBwOPvnkE+GKb2xspKOjg97eXh49eoRcLufkyZPiSZicnCywrpIBSnIRLl26lJSUFIFfff36Ne3t7Xz99dd0dXXx1Vdf0dbWJtKz0oZbo9EwOjrKrl27CAsLY8GCBSJyEx0djdFoFBVnSbUmZb16e3uFW17CwjocDj766CPRvX/79q2Qy548eZLAwEBOnz5NdnY2Dx48YN68ebi7uxMbG8uuXbtQqVT87ne/o7q6mh07dvDgwQMSExMxm8309vYKAKFarebf//3f8fT0FEBySQLV3d1NbGwsCoUCmUzGqlWriImJYdKkSSxbtgx/f3+CgoJwOp1CfvT1118LbcO8efMoLi4mJCSEhIQE9Ho9Bw4cYHx8nN/85je8efOG/fv3i2NzgKamJoFsUiqV4uv+/fff09fXx7NnzxgcHGRkZERUIj799FO6urrYvn07fn5+LF++HKVSSX9/PyMjI1y/fh1vb2/+9Kc/MWXKFL766iv8/Py4efMmer2e+Ph4kpKS+PDDDxkYGODo0aNUV1ezcuVKwYuWYjFSMLS/v5979+4JOOGrV68Er/qvff5/3yy/aCfKZDLZnV9+/A8zfzmdTm7evCmoHRI7KygoCH9/f7y8vJg5cybe3t589NFHtLe3s2TJEm7dukVXVxelpaXCpPXFF18wODhIcXGx6K7ExMSIAtLmzZvx8vIS8AWpi/H27VsMBgNff/01VquV3//+90xMTIgZTllZGTExMYyNjbFp0yYCAgL46KOP/mLZFhgYiFKppKGhAaVSKYKBNTU14mKKiYkhNTUVm80mApfSnCMzMxP4We4UGBjInTt3yMjI4NatWyxYsEB4a9zd3YmIiBDkeyk4uG/fPvr6+li8eDG9vb0iI2e1WqmtreXq1asMDAyIr5Wk6qisrESn0zE4OMiaNWvw8vLi448/xmazsW7dOlQqFVFRUaIN6eHhwYULF8jKyuLkyZMkJiaKhHFzczPR0dFkZmbi4eHBpk2b8PT0ZOPGjSiVSubMmUNISAju7u7YbDa8vLzIzc0lOTmZ/v5+qqqqRL7MbrczNjYm9jabNm1iYmKCw4cPU1dXx549e3j+/Dl6vZ6+vj4KCgrw9fXlzJkzxMXFiYOWx48fI5fLefLkCSEhIbS2tuLj48P06dPJzMwkIiKCjRs3Cvzr332zAL/lZyC49PmHmb88PT2F5kE6xVqzZg0mk4mtW7ei0WiYOXMm8POTKyQkhLt37zJ79mwePXok3jRhYWFiH7Bw4ULc3NzYs2cPVVVVpKenU1hYSFNTEy0tLXz55Zc4HA7Onj3L6OgoeXl5zJo1C7lcTnh4uDgV2rJlCwqFghUrViCXywkNDWVgYIDy8nLxzZWOvfv7+zl79iweHh4UFhbi4+MjCPMajYbDhw+jVCqZN28eY2Nj2O12LBYL/f399PT0UFlZSUtLCzU1NRiNRpH1WrBgAZ6enuzZswedTsf27dtRqVSsWLGCvr4+wXi+desWQ0ND4uBAmm9cuHCB9PR0hoaGCAoKIjAwEL1ez8qVK5kyZQrTpk0TLGjp6WqxWNBoNPT19VFRUUFra6s4bAFEciIpKYng4GB27NiB2Wxm9+7d2O12ZsyYQU1NDQaDQUDt/qsc6fLlyyIJ7OXlJWZeLpeL6dOnExISwtatWwkNDWXZsmU4HA6xbH727BlOp5NTp04RHh5OeXk54eHhVFVVodPpUKlUhIaGkp2djUKhYO/evQwMDLB582asVisJCQk8ffpUzM2kIbXVasVms/19N4tMJtMDHwAnf/mxjH+g+QsgJydHZLxGRkZwd3cX+Nba2lr6+/vp6+sTAzK1Wo1WqxV2qd27d9PT08P69etFg9HhcNDd3U1cXBwvX74UR7+pqam4XC5iY2NFCnXr1q2Mj4+ze/duOjs7xRKkvr6exsZGMQH/85//jNPpJDc3l/HxcYqKikTZSsomBQQEsGjRIpKTk9Fqtbi7uzMyMoLJZKKzs5P6+nr8/PwYHh7m/PnzDA0NiYq0FCqNiIgQKm6p8GW322lsbKSrq4u6ujoaGxuFPUCv12MwGEhPTxd7pKSkJDw9PYXtau3atYIEk5+fT09PDw0NDVy6dIm+vj6+/fZbBgYGxKmT1DB98+aNSCMvWrQIX19fPvzwQ4KDg1m8eDFDQ0NiDiIp7V6/fk1qaioVFRVMmTJFMJulrkliYiIxMTHMnz+f7OxsUlNTKSoqElm6trY2+vr6hB1NSnKbTCZaW1uJj4/H4XAQHR1NUlISIyMjHDhwAE9PT2GAS0hIoKOjg4aGBvr6+sQA8ty5c0ybNo27d+8SEhLC48ePUSgUvH379h+Cb/0P4F8AabwZwD/Q/GWxWFAqldhsNgwGAwaDAaPRSG9vr+BTKRQKmpqaxIZ9w4YNaDQacYJlt9sJDg7m+fPnpKWlYTKZqKqqwmw209DQgEwmw2aziSPUnTt30t/fz4oVK6ivr6ejowOVSoXJZMLf35+HDx+SnZ1NYWEhc+fOxel0kpSURHZ2thiGNTY2snv3blpbW0lNTaWgoIDW1lahvLBYLHz55ZfiiTo0NER+fj4+Pj4YjUaCg4PZu3cvCoWCDRs20N/fT3BwME1NTcJrIg0Rb9++jdVq5caNG6hUKkpLSwkLC8NkMpGZmSmwSOPj43z++ed0dXUxa9Ysnj17JixfVVVVotacnJzMpUuXxLJEWteHh4fj6+tLdHQ0aWlpvH37lj179vDu3Tuio6Pp6urCYDDQ19cnsnAOh4PKykpSUlIwm80UFhbi6+tLX18fS5cuxcPDQyjvNmzYICgvT58+pbe3l+7ubp49e4ZGoxFHuD/99BNqtZqKigrh7JFQWYcOHUKj0fD555+LfkxgYCCjo6NMTExQX18vcmYRERFUVlaSlpYmSns6nQ6NRiN8Prt37xZt0b8LhSSTydYAvS6Xq+S//vT/4H/9XzZ/jY+PMzg4yNWrV3E6nXR3dxMdHS2KODt27KCyspI5c+ZQUVGB1WoVPGAJ39Pb20tNTQ2jo6M4HA4CAwMJDAxk+vTppKamsnjxYgIDA4mKihL4Up1OR2VlJZMnT6a6upo7d+7Q29srjh9VKhW7d+9GpVLxySef0N3dzcyZMxkYGBCcgDNnzhAeHs6dO3dYuHAhb968ISsri+HhYcLCwsjKykKr1bJz506hhbDb7URFRXHnzh3Kysro7Ozk2LFjuFwukW5++PAhHh4edHR0EBERISSohw8fxmQysXnzZsrLy8Va3263CzpKYWGh4AXPmTOH4uJimpqaGBsbY2xsTPx6CxcuxOFw8Nlnnwne8tOnT0lISKC5uZni4mIxT/Lw8ODcuXO4u7tz9+5dnE4nhYWFBAUF0dfXR3p6uqgjz507l7i4OHHjyeVyenp60Gg05OXlkZGRwalTp0hLS+Py5csEBARQUVFBXFwcOp1OwDicTicbNmygq6tL1BAUCoVgrNXU1Agt382bN7HZbFy9ehW5XC6+BoODg4Ix9pvf/Ibq6moWLFiAxWJBLpczNDTE/fv36evr4/Lly3933GUOsE4mk7UA3/Pz8us/+Aeav6Ql1caNG1Gr1cyePZumpia0Wi0tLS0UFhbi6enJl19+SXBwMOfPn0elUvHy5Ut8fHzw8fFh8uTJxMTEsHbtWoKCgnj58qXIRj1//pz29na+/fZbEY83Go3k5+fjdDoxmUwsWrSIzMxM0tLSmDlzpoiPeHt743K5GBgYIDQ0lIKCAtGnkY4j6+vrSUxMZHR0lG3btuHu7s5HH31EXV0daWlpFBQUiDTyzZs3cTgcfPnllyxatIiSkhJSU1NRKpUkJyezZMkSPDw8RKhxx44d3Lt3j6ioKAoKCmhoaMBkMgnayh//+EeRwxoeHubu3buoVCrevXuHv7+/CH96e3uzbNkygoOD+eCDD5DJZGKY++bNG/FUj46OFtGQwsJCQeKMjY0lNTWViYkJ9u/fj9VqZdOmTYyPj5OUlMTo6KgorElH1NeuXaOrq4tHjx7R2dlJU1MT0ioiKSkJf39/li5dKnJm8LN6pK6uDm9vbwoLCyksLGRkZIRLly4JpYTFYhGp4sePH+Pr68v4+DjBwcHMnj0bnU7HnDlzxLA5MDBQhF2Tk5O5fPmySCWEhYXR1dUl3jx/r634/3a5XHqXyxUNbOdnk9cu/oHmL0lVIHUMJAjC2bNnSUpKoqenh0mTJhEUFERUVBSLFi0S/ClJ2lpSUkJPTw/Nzc3cuHGDyMhIzp07h5eXl5hCO51O/P39iY+PJzY2lqVLl5KVlSWiJ/AzJumnn36ip6dHfGN+/PFHsbyQ4vzr1q3D29ubgwcPMmnSJNLT00VdVqVS0dLSQnR0ND/++COzZs2iuLiY9PR0GhsbSU1NRaPRoNVqWb9+vZisS5KitrY2Eaz8/vvvSUxM5MKFC8TFxVFbW8ukSZOEFTgqKkpImzw8PFi1ahVTpkxh8uTJrFixAl9fXyZNmoTL5aK9vZ3q6mqxhOrs7MRqtQqCptFoJCwsjJiYGLy9vdm+fTve3t7s3buX0dFRMjMz6e7upq2tjf7+fqGq+Oqrr1Cr1Vy9ehWbzSaIktK0Py0tjWnTphETE8O2bdvQaDQsWbJEIFYl1oK7uzs//vgj8fHxvHjxQtBykpOTsVgshIWFkZiYiEajER6dJUuWUFpaypo1aygqKmJ4eJi2tjbu3Lkjjp0lWmV7eztGo1FUOJYsWYK7uzsHDx5EoVDwySefMDo6+r9+s/yNzz/M/DU0NER2djYFBQXMnDkTs9lMXFwcGRkZTExMsHjxYjw8PMQhQGJiIna7nSdPnhAUFMSJEycICAjgxo0baLVa6uvrxdl7aGgou3fvFlxiSZf35s0bHj16RGtrK99++y0Wi4WLFy8KnrC/v784wvXw8CApKUlcgFL3Q0LqFBUViW+QRFEZHh6mvb1d/P2mT5+Ou7s7n3/+OVarlf3794uEtIeHB42NjWi1Wu7fv09UVJQAj1utVvR6PdHR0YSEhLBs2bK/ANZt3ryZ+vp6fH19KS4upqqqis7OTh48eCBU3EajkatXr4pjWom9Fh4ezvDwsDiUOHr0KC6XizVr1ogojcSU9vDwEIyCx48fM2XKFMxmMwkJCYyNjYklbkhICFu2bKGzs5MtW7ZQWlrK+Pg47e3tYh4lnZKNjo7S3t5OSEgIfX19PHz4UOCUJBKPNLOSZifp6emil280Grlx44aQI0VERJCbm4ter6e9vR0/Pz9kMhmRkZH4+vqydu1adDod69evJyEhAU9PT+RyOWazGaVSKTo1/5CbxeVyPXG5XGt++fd/mPlrYmKCsbExEhMTxbp+YmKCRYsW4e/vL45gLRYLFouF5uZmPD09Bf9Lupg++OADMQy02+188MEHoseiUqkoKioiNjaW7777joSEBEpLS9HpdNhsNvz8/EhLSxPxeKlD8fr1a2bPni022vX19SKnduXKFaGZCwgIoLm5mYCAABwOB2lpaYSHh7N161Z0Oh2ZmZmo1WpsNpvAoT569IiOjg4ePXqExWKhsrISPz8/Ojs7mTp1KhMTExw5cgR3d3ex5FGpVMhkMgYHB0VUPzIyktzcXLKzs8nPzyc0NJTa2lq8vb2F8TcxMRFvb292795NW1sbmzZtoqmpSYRCe3t76evrw+VyUV5eLtqqV69eZWxsjLy8PMbHx7FYLCxduhSFQsHu3buxWCwcOXKE4uJiccjR1dWFXC7n1KlT+Pr6CnbYDz/8gNPp5NWrV0LPMX36dABWrVpFRkYGs2bNQq/XiwMHs9mMu7s7JSUlhISEcOvWLaZOncrTp0+JiIigo6MDuVwu2Mxz584V4qaKigpWr15NQUEBXl5e9PX1iXjOmTNnGBgYEEyDmpoacSz+1z6/itTxiRMn/nXXrl2Eh4ejVCqZmJjAzc1NPK0jIiK4cOGCKAkFBgaiVquFniElJUWAuMfHx3n37h0BAQEYjUZBTvH29qa9vZ309HR6e3uZNm0aISEhuLm5kZWVJUBtNptNrIElgc7ly5eZOXMmV65cYf78+dy9e5e5c+fS1NREZmamiIbPmDGDhw8fsnDhQsrKypDL5UJnoNFoKCsrE1ghSa0xe/ZsRkZGSE9PJzQ0lLCwMIFTkgZ3ZrMZs9ksNqUXLlwgISGBe/f+X+beMyjOc8/TvrpJTRMaaLqJDU0WOYMikmUFy5KtYFvBQY4nlE/t7M58mN2Pp2rrrXpr98PunJ0dzzkeBwVLx8oo5wQIkAAhRM4ZmkwTmk70++H4+b/jfefM7Lup1FUqWVgWIPfzPPf9v3+/67qOwWBgbm5OAN1KpGTTpk309vbKYeb69etpamoiMDCQmZkZnj59SkBAAOfPnycnJ4dTp06Rn5/Po0ePBIur4JJiY2NJSkoSa7LizZmenkan0wke9uTJk7zxxhvU1taSnp5OV1cXW7ZsYWFhQUpWHo+H0tJSpqamyMjIYHZ2FoPBgNPpZGxsjNnZWQYGBkStp5whKUvEyclJMjMzSUtLE7J/cHAwWVlZ2O12/P39WV1dFT2JkrJQfJI3btwQiKHSCE1KSkKv15OVlUV5eTm/+c1v/snU8Stxsfyn//SffhsSEkJAQACPHj1Co9Fw4cIF4uPjaW5uZt26daI/y8jIwOVyERoaKkIgl8slZxhGo5Guri4qKytJTU1laGiIiIgIlpaWxC+SkpLC6uqqnL4PDQ0RFBSE2+1maWmJ4eFhvL29BY6h6AiUyH9hYaGcxVy/fp2cnBw8Hg81NTVER0fzxz/+kcLCQs6ePcvatWu5desWmzdvpqGhgY0bNxIUFEROTg6ZmZnU19eTkZEh5wkul4uLFy8SGRnJqVOniI+P59KlS6SmptLc3Ex+fj4Oh0PewMHBwcTHxxMWFoZGo5FzgtraWqKioigvLyc+Pp6enh6Kioq4cuUKmzdvpqKigj179jA7OysNR4C8vDx5YqtUKux2u1izgoKCZMSruBqVEX98fDxarRaz2Sydk4KCAlwuF9HR0bS2tqJSqejv76epqQmAa9eukZ6ezoULF4iKiuLq1auUlZVx584d1q9fz/z8PFlZWbhcLtauXYufnx+pqal4PB6WlpZwuVy0t7fLUyokJETOal68eEFeXh6dnZ2Ulpai0WgwGo2YzWZWVlZYu3Ytz549IzExkd7eXtxuNy6Xi+vXr/Ov/tW/enUj+mq1mqamJvFkxMXFsXXrVsLCwvjiiy9obm4mMjKShoYGqqurGRgY4B/+4R+k9eh0Onn+/Dnx8fHY7Xb27NkjURKFLpKamsrCwgKzs7NYrVaJyStraeUAtKOjQ06Sy8rKCAgIkKxSbGwsTqeT7u5uwsPDOXbsmNhv5+bmGB0dlWiGyWRi48aNknurrq7mjTfe4NmzZywuLjI4OMiFCxfQ6XT87ne/w2QycePGDbmrKxMdJUi4vLzMzp07hRX26NEjXrx4QXd3t8hkr1+/jsViYX5+nomJCYKCgnA6naSnp0sQs7CwUE61lVpEV1cXKpWKzs5OqqqqcDgcfP3118zPz3Pp0iVSUlJoa2uTUWxUVBRxcXHk5eWRnp7O/v37iYyMlIqDIqGamJgQy0B2djaPHj2iqKiIwcFBioqK8PPzQ6fTkZGRgV6v56233sLtdvPBBx/w8uVL0tPTaW9vx8fHh8HBQQYGBhgaGmJsbIznz5+j0Whobm7m7t27qNVqqqqqhGm8Z88efHx8+OCDD7Db7axZs4aWlhYsFgvDw8NcvHiR6Ohojh8/TlRUFBcvXsTj8TA/P//n36f/B6+JP/tS4AgDAwPs3buXiooKmb339fWJB3HDhg3U1NSQk5Mj1I433ngDl8vFzp07mZubk83iwMAA3d3dXL58WdqTgMRbKisrCQ0NZWVlhdLSUoKDg8UV73a7iYuLw2KxMD4+ztLSEhMTEwwMDLC8vMzQ0JAYomJjYyXy8eGHH6LT6WTznZKSgs1mo6qqiuTkZM6dO0d0dDQXLlyQz52ens769esJDw/n008/ZWZmhl/+8pc0NjaSkpJCTU0NExMT9PX18e2335KVlcXp06fZvHkz9fX1ZGdn43a7CQ0Nxd/fn6SkJLy8vEQ6+vnnn6NWq9Hr9aSlpZGWlkZgYCAqlQqtViuAiEuXLlFYWCjahpCQECIiIti6davAucfGxvjggw+oqqoiJiaGly9fMjc3h8Vioa6uTv6OFCSUsj9JTExkdnZWIIS//OUvBfze1dVFdnY2DQ0NLC8vs7CwwO3bt6Xno9FoOHfuHCEhIdy5cwetVktbWxtlZWUsLCzwwQcfsHXrVqmVKyB5q9WKWq2mt7cXjUbDw4cPycrK4vHjx+Tm5uJwOAgLCyMiIkKSIAp19M+9XomLxel0sri4iI+Pjzgfjx07RnZ2NuPj4xLp1mg00mDcs2cPvb29QnBX5J+/+93vcDqdPH78mPz8fPr7+8nJyRFD7p49e1CpVLzzzjtMT0+Ly35ycpKOjg4h2f/93/89arWaM2fOsLy8zM2bN+XpowDojh49isvlQqPR4OXlJYngkZERsQkr0zkFsKfckQEOHjzIysoKJSUlOJ1OlpaWALh//z5xcXGcO3eOvLw8ysvLKS4uZmVlheXlZfLz8wkICODDDz9kdXWVTz75hOfPn7Nhwwa5487MzLC4uChDEavVKl4ZxTNTUVHB4uIiIyMjJCUlyZTN7Xazf/9+BgYGSElJkaWuRqPh6tWrREdHc+LECYxGI2fOnJFsV0hICLOzs2LgUqvVvP766+h0OkwmE1qtFh8fH8bHx9FqtTx8+JDU1FQZuCjnK/Pz86SmphIWFkZcXBwbN27EZrMJI2Hjxo2MjIwQERHBysoKHR0dDA4OiuZCMUDfvn0bq9XKs2fPMBgMuFwu3nzzTdxuN++//z6BgYHyfcbFxdHQ0PA/nw373/1SikSKqEe50oODg1m7di0JCQls3boVb29vEhISUKvVkjVSSO5dXV1kZmaKP2X37t1otVopGu3evZuBgQF8fHxoa2vjwoUL2O12Tp48iVar5YcffmDjxo3U1dVhNpslkLlv3z7UarV0vhMTE7HZbHI+MTY2xtTUFF999RXLy8tygqwoEVQqFR9//DFhYWH86le/wu12s27dOhwOh8z0+/v7WVlZwWKxSEFNScAajUbpqyiCJKULr9FoJPoSGxvL73//e4KCgvjuu+8kXbCyskJ5eTnR0dG0tbURFhZGaGgoMTExmM1mSkpKSEpKYseOHaLHUJY0Su1ZaYM6nU7m5+fR6/WYTCb0ej379u2TXn1bWxsFBQWiqujr65Ouyfnz54W/PDMzQ01NjQw7srKy5PtSqVQcOnRIIOUzMzMkJyfT09MjvOrjx48TGBjIiRMncDgcVFdXk5GRwfj4uHR6goKCSEtLIykpiZKSEjIyMggMDESn0+Ht7Y3FYhGHjslkEm+LcsP6p16qf+G88P/Ia82aNR6FtqEQAcfHxzEYDCwvPSuD/QAAIABJREFUL3P37l1KS0tpb28nJiYGrVZLSEiIwA7cbjeAHGoqd5zk5GQp/ly/fp233nqL+vp6tm7dSktLCwaDQQpE6enp8iZV8mkxMTHU1NSwbt06rl69ytGjR/nhhx/4/PPPqaqqYvv27VitVpH83L17l02bNjE6Osrs7CyxsbH09/djMBgYGBhAp9OhVqsZGRmhrKwMj8cj3kwFUOft7c3i4iIajYbBwUHBQJWWlko0JCEhgbGxMQIDA4mLi8PlchEXF8fKygpTU1PExsZy7949sTEr7UJfX195+hUVFVFTU8PmzZt5/PgxpaWldHd3C5jPbrcTExODSqUSNrRSjdZqtTx58oT4+HjhH1y6dIlPPvmEc+fOcfToUf74xz9y5MgRebqGhoZisVgEnaT06BUbWlxcHNPT0ywuLrKysoLBYODp06ds3LiRCxcu8OGHH1JZWSk3GrvdTmRkJB0dHSQlJdHa2irvgbm5OTIyMnj06BH79++nvLyc/fv3097eTkhIiEAWJyYmBDbu7e3NxMQE//pf/2s6Ozv/yeDvK/FkcblcjI+PU1VVxezsrKRE79y5IyE5g8HA1q1bSUhIwGw2S9LV7XajUqkkiaw0GAMCAmhpaZFIx/vvv4/BYGDXrl04nU5iYmJwuVw8ffqUsLAwTp8+jdvtpra2loiICGZmZoiOjhb+V2JiolRih4eH2b59O48fP8bhcDA8PMyNGzcIDQ3lD3/4g1R9vb29aW9vR6/XExwcLDazt99+G71eT39/PyEhISwtLVFbW8vk5CR1dXWiqZuZmZE/Z2BggMLCQmJiYkhJSWHTpk3k5+fLQaBarWZwcJCwsDDOnj1LQkICf/d3f4dGo+HEiRNkZGTw4MEDCgoKGBkZIT4+HrfbLSPvyMhIdu/ejclkIjIyktDQUNRqNV1dXVRXVzM6Okp1dTXDw8PU19czOzuLt7c3AQEBxMTEyN/r0aNH8fb25qOPPpIbxcjICA8ePGBubo7vvvvuZzKkq1evCqtNGYMnJyfjcDh4++23CQ8Pl2rDxo0b6ezspLe3l4WFBb799lucTifXr18nOTmZ6upqiouLsVgsonwPCQmRpXdRUREJCQlER0fT3NyMw+FgfHyckZERqVMvLCz82ffpK3GxTE1NyUQsODiYpaUlCgoK2LZtGy0tLRQXF/P48WPa2tpoaGjgxx9/FKTn4uIi165dk3W6wtsyGAyCBlXOFhRg9MTEBENDQ/LfKPuh7u5uEhMTJU+lWIk9Hg+7d+9menr6Z5YpZZqSnZ3N6Ogo2dnZhISEEBsbK83H/fv3MzExQV5eHi9evMDX15fR0VHu378PwNdffy3tRsUtrywBFQJ+YWEh6enpImCqrq7mwYMHjI+PS49GMfoODg5is9lk42o2mykrK8PX15dDhw4REBDAl19+yeDgoCgrlHzYqVOnWFxc5NixYywuLlJeXk54eDgvXrwQ36LZbCYmJoY333yT8PBwPvroI1F/KzJcxVYQFxfH1atXSUtLE1FTUFAQer2epKQkmRgqnLDOzk6KioqYmJjAaDQyPj4u7siZmRna29tJSUmhubmZqKgoGZAEBwfjcrnYvXu3mJ8HBwfZvn07jx49YnZ2ls7OTu7du8fS0hK3bt1Cp9NRXl5OYGAgt2/fZnFxkebm5lcfDB4SEsL09DSffPIJjx8/JiUlhWfPnnH79m2ioqK4ceMGa9eu5e7du2RlZTEyMkJUVJScSpeVlREUFERycrJENDo7O6Ur8s0334h7XiEeKvuJt99+W7CuSslKMeXOzMwwMTEhnsjw8HAaGxsxmUw4nU7i4+MpKChApVKJiuHo0aPMzMxgNpvp6+ujtbWVqakpvvnmG0JDQzlx4gQqlYrnz5+Tk5ODn5+f9GAWFxc5ePAg1dXVxMfHU11dLXKju3fvsri4yFdffUVGRgYvX76UZWpERIRIl+Lj4/nkk08IDAzk448/xmq1kpOTg7+/PyEhIXh5edHV1UVUVBTnz58XVUV+fj7j4+PylAoPDxeIwyeffEJTUxPbt2+nrq4OPz8/GeEq+o3nz58TEhJCX18ft2/fRqVSMTY2xpYtW2TvaLfbee+993j48CEZGRnU1NRIRq26ulqgHl5eXpw4cQJ/f3/Ky8tZXV2lo6OD+Ph4HA4He/fuJTAwkC+//BKbzSYTO+VrV4CAV69eJS8vj/v375OdnU1fXx8BAQEsLS0Jq1mh+QQFBVFQUEBAQMCffZ++EheLt7c3Ho9HskcnTpwQ3pbT6cTHx4eAgAC2bNlCcHAwv/jFLxgZGWHjxo2yUVS4wMokKyUlhYmJCRISEggLC0On01FWVsbS0hJbtmxhcXFRxrcK1fD06dMsLy/zN3/zN7jdbk6fPs3q6ioVFRXSdVGwn19++SXe3t7yNXl5eUkUJzg4WGRAz58/l0JWUlIS6enpAohQMk+KDq6jo0Mck99//z1ms5lr166h1+tFzKTcSb/44gvGx8f51a9+xYMHD0hKSqKrq4vR0VGmp6cZHR3FYrHg5eVFY2MjFy9elOqty+WSyLxKpWLHjh34+/vz/vvvMzw8zKFDh3j27JmYk58/f45KpeL48eNERkbyww8/oNVquXr1qvRklDH5e++9R3FxMQkJCaLpU6lUTE9PExQURGVlJZmZmZw5cwaTycSDBw8wGo28ePGCjIwM/Pz8iIuLk5uQMk3bunUrTqeToKAgkV1NTk6i1WqZmJjg6dOn9Pf309XVxeDgoFwYivZCGdKMjIywa9cuZmZmiIuLE5lRf38/jx8/liOBf+r1SlwsdrudqKgohoeHMRgMREZGotPpOHjwIHq9ngMHDuDv709hYSFqtVqAcw0NDRQVFXHjxg2KioqkMpqUlCQdkoWFBQ4cOCC09cbGRq5cuYLVauW//tf/itVqlR6DxWIhLi6OgIAADAaDxOW3bdvG6uoqycnJshFXtAeTk5N89913Qk9xuVxUV1fLifjhw4fx9fXlF7/4BQ6Hg61bt9LW1sbg4KAgZOPi4nj48CHFxcXS61CpVFKNVZTcDQ0NvP766zJqDwoKkhvLyZMn0el0nD9/HpfLxZUrV4A/pagVE68yAVNYaW+88QaBgYGYzWZWV1dZWloSEITZbKa8vJyAgAB6enrIzMxEpVJhNpslsfDRRx+xuLgoT0Wj0YjT6aS9vZ2hoSHR8d2/fx+r1UpzczOTk5Osrq6i1+tl0re6usqHH36IWq3m4MGDDA4OkpmZSVNTE3Nzc7S2tsr3c/nyZZHSDg4Oivmsra0Ns9mMzWZj8+bNxMbGsn//fgICAsjNzcXj8dDf34+Xlxdnz54lLCyMBw8ekJOTw82bN2VI8M+Vel+JuMt//s//+bfbt28nMTERf39/srKyZK/hdrsFTOdyuWhsbMTLy4uBgQFWVlYwGo34+flhMplISUlhZmaG9PR0ocYrCrm0tDSuXLkitPWdO3fS0tLChg0bRAEeHx8v9MOXL1+SkpJCS0sLdrud8fFx7t69i8lk4vTp0xIlycjIkKyZonJLSkrC29ub8PBwnE6njCq1Wi3t7e2kp6dz9+5dxsbG8Pf3l6i60WhkzZo1hISEkJ2djc1mExhDU1MTkZGRzMzMYLfbhYQ/ODhIXl4eLpeLnJwcoqOjBcYwNzdHXl4eTqdT0sIhISFYLBZsNhtOp5P+/n4cDgfLy8uCmu3v76ewsBCdToe/vz/Z2dlotVoKCwuluNbS0sL4+LhUf5VYjslk4vbt22zcuJHKykpKSkoYGhoiNzcXt9stWa7MzExWVlbQarVSHY+Li6OpqYnExETKy8tZv349ly9fZufOnUIfHR8f/1ldQ6/XMzY2xqZNm6itrRUI+dzcnAQ/R0ZGJD2tLPEVQ0JiYiKRkZEYjUbi4+P/WSLlK3GxfPXVV789ePAgTqcTjUbD0tISHo+HqakpTpw4QWpqKpcuXaK0tFQ2/AA5OTloNBqxF7vdbkJCQujv7xdMa1dXFx6PR4KJRqOR5ORkVldXyc/PZ2xsjLS0NCorK0lOTsbLy4vW1lYSExM5c+YMmzdv5sqVK3JOU1xcjMvlkjKUw+EgNzeXe/fuYTabefHiBaOjo/j5+XHhwgUZ/Wo0Gtra2tDpdPj6+gpayGw2o9friYqKIiQkBI/Hg4+Pj4Q/e3p6MJlMAvwDRE/n5eVFcXExfn5+MiFUMKZ9fX0sLCxw7949TCYTV69epaCggB9//JGSkhJOnz5Nfn6+1KctFgu5ubloNBoB9YWGhqLRaMT4q5iQGxoayMzM5O7du+zatYsnT56wfft2RkZGyMnJITQ0lODgYPLz82lrayMvL4+6ujpMJhNWq1VYCisrKxKMVZIKyohayb8pstmkpCSsViuZmZlUV1cTEhIiZP6ZmRkqKytJTEwUcHh5ebnUqpVk9bp169BqtRQXFxMREUFKSoos8e12O83NzVRVVfFXf/VXr+7F8h/+w3/47erqKqGhoZw+fZqEhAQePHhAZGQkvb29AkUwGo3yeE5KSuLZs2dig2ptbRUjrfLGLC4uxul0Ci1e0VwrUY/+/n5MJhO1tbUUFhYyOTnJ8PCwnHNYrVZSU1MxGo0Cjujs7CQpKYmamhoZPU5MTJCdnc3FixfZvHkzd+7cYevWrdTX17NhwwZ8fX2FWhMQEIBer2d1dZXJyUkmJiZ4/vw5Pj4+XL9+nfDwcOrq6vDy8uLFixey5lfKZUtLS6SlpdHR0YHBYBAAuQLNe/nyJYWFhTx58kT4z4oScNOmTbInyMjIYHFxkbKyMmpqagT5urq6itPpZG5ujqmpKW7fvk1sbCw3b94kNDSUvr6+nynWldHz5OSklPBSUlJYWlqisbERg8HA2bNnKSws5Pz586xZs4abN2+SmZkpteilpSUyMjKIiooiISEBg8EgN67Q0FDsdjtjY2P4+flx8+ZN0tPTuXjxIhs2bOD8+fNs27aN6upqtm/fztzcHKmpqWRmZjI7O0tpaSmjo6OSG1xdXWViYkIIpcqgwtfXl5cvXzIwMPBqBymVTrzZbCY9PR2NRsOWLVvEpDUyMiL+9ebmZry9vfn2229Fs6bVaqmvr0en0xETE0NBQQFvvvkmY2NjxMfH09bWxtjYGCMjI1y6dIm5uTnu3bvH6uoqLS0tQloxGo2o1WqKiookGhMQEIDJZMLf35/Z2VnCw8NliXD//n1yc3NlGRUQEEBwcDBlZWXSh1E0cA8fPqS5uVlwSQsLC1y8eJGoqChevHhBdHS07FPCw8NJT09nx44dYvBSNsmDg4N89dVX+Pv789VXX2Gz2bh586ZE2hVCjHIK/m/+zb+hv7+fzz77DLVaTUZGBn19fTIMOH78OHq9nr//+7/Hx8eHCxcu4Ha7xWwWGBhIaGgoOTk5mM1mNm3ahMFgIDY2FpPJ9LNa8rVr14iNjRUs6tDQEDExMej1ehlh+/v7884772C326V7YjQa8fb2FrhidXW1WA0sFgtWq5Xh4WHBz5pMJjHF7d+/H61Wy69+9SsmJyfZtGkTL168YHFxkc7OTsrL/1TgVTR6SiRGGZi8ePGCtLQ0PB4P77zzzqsvYFWr1ezcuZOJiQnp309PT/P8+XMGBwcxGAwy7uzp6REsT1xcHNu2bcPpdPLZZ5/R09NDbm4ujY2NQm28du0a/v7+nDp1Cq1Wy+DgoDhZ4uPjSUpKYs2aNcTHx9PY2EhSUpLwli0WCxUVFczNzfH06VNmZmZwOBwkJCTg5+cnbb5t27YRHh4u9dTMzEx8fX158uSJdL7T0tK4f/8+UVFRcg6yadMmgoKC+PTTTxkcHOTgwYM8ePCAxMRE6uvrefjwIVarVaRNP/zwg2yuExISSE9PR6fTsXv3bhwOhwQJFVCcy+Xi+fPncmYxPj5Of38/cXFxdHd3U1RUhNPpJDMzk8zMTLRarbCNP/jgAxwOB7t37xaAXnV1NRUVFSwvL3Px4kUsFgsPHz5kdnZWCnnKyFlReyg6jeXlZaKiomhqaqKuro6hoSF++OEH7HY7Z8+elcGI8nsCAgJEY+ft7c2OHTuIioriF7/4BU6nk02bNtHR0SGpZAVQcf369Z8dwA4ODpKQkEBaWprEpxT22tDQEAcOHGBwcBCj0cji4uKrf7HAn9qSQUFB1NTUkJaWRkNDA1u2bGF5eZmenh5RVe/atQu9Xs/hw4ex2WzSu+jr68PPz09gFsPDw+Tn5wsdpaSkRCY4TU1NFBUV8eDBAyGyl5eXExERIWjQ8+fP4+3tzZMnT8R1mZaWJtF5Pz8/OdXv6OhgenqakZERWltbxbilwBni4uKIiYnh8OHDzM7O8sUXX1BdXS2TLrfbjV6v5969e0RHR3Py5EnMZjMtLS2YzWYCAgKIiooSttnnn3/O+Pg427Zto7W1leXlZbq7u6mrq2N6eppTp07JMkhZ7nk8HgGIT01NCfHks88+Y35+nq1btzIwMMDi4iJdXV1cv36dyclJefPdvn1bznciIyNxOBwyGla4wbt27ZK4kEKkV1hnSgMzLy+P7u5uYSwrUImwsDD27t2L3W7ns88+o729XSaH/v7+0uRU9qJPnjzBbDbT09NDRUUFFouF1tZWYmNjUavV7NixA41Gw+eff053dzdr166lsrJSxsQPHz5kYWGBY8eOoVar+fHHHwVq/uder8TFojglldm4zWYjLy8PjUZDfn6+YHWCg4MBJH1rs9no6enB4XAwOjoqfZP09HRMJhNqtZrPP/8clUrF2rVrZR3u7e3N8ePHSU1Nlbi5clCZmJhIbGwsb7/9NiqVii+//JLnz5+zY8cOKioqJDhZW1sr5BIvLy+++eYb3G43TU1NxMTEsLi4KPzlffv2CfguJCRExKw9PT2Mjo7KG2BkZEQQUAaDgZ07d8rZhcLR8vLyoq+vj6ioKO7fv09iYiI3b94kOzubx48fExsbi8fjEfRtfn4+MTExeHl5SWpXOcxdXV1ldnYWrVbL06dPSUpKkrS2Qqyx2+0yndPr9Rw9epS2tjYOHDggy6+xsTG6urqkdu3j48O3337LysoKd+7cwW6309LSQkJCAh6Ph127duFyudi3bx/Dw8Ns27aNhw8fSvRHOb/57rvv8PHx4dSpU3h7e3P9+nX8/f0FX+VwOPjwww/Jz8/n7bffJj09nXXr1hEUFIRGo0Gj0dDR0UF4eDjff/89JSUl8nc0MDCA2WyW/y9hYWHo9fpXX2b0H//jf/ztL3/5S1ZWVsjMzCQgIECkpw8ePBAz1O3bt8WRrkyZFDlNRkaGXFzK9MZoNLK0tITb7aa7u1v0eQUFBfT19VFWVsbc3Bwmk0kOC9PT05mdncXX15fx8XEsFgs+Pj7S97hy5QrZ2dncvHmT3NxcITwqJ/oZGRkiDR0fHwf+BKyw2Wz09/fL16KAHtra2lizZg2+vr7k5+eLqtvpdBIaGoq3t7f4269fv45Wq5WJ0vz8vARKlc9ts9nkLpqfn09jYyM6nY76+no527l27RqJiYlcvHgRk8lEe3s7Wq1WNu1Go5G4uDj5mhRZrMvlYnp6GqfTyd27d+VrUoKqiuZw/fr1MsVSnqxmsxkfHx8hdCrkfbPZzI8//simTZskdl9dXS3ww7Vr17KyskJiYiJRUVF4PB7WrFmDt7e3dJBGR0dZWVmRp5CCXOrv78flcuHv74/T6ZQD6uDgYEpLS+UMprW1lezsbKqrq2lqauIv/uIvXt1p2B/+8IffKjXZuro65ubmcDgcPHr0iPT0dM6fP8+mTZuorKxkx44dzM/Py7mIgmEdGRkhKChI9N4zMzNcu3aNiIgI7ty5Q2xsLIuLi6SmphISEiJQOEXHNz8/j4+PD3NzcxLjV8J569evp6enR+IwRqOR9PR0JicnWbduHSMjIyQnJ0sLcn5+nmvXrpGRkcGZM2fIzMykoqKCqKgo7Ha7KCO8vb1lCmU2m7FarXh5eTE9PY2Xlxc9PT3Mzs4yMzNDeHg4g4ODAKxbtw5fX1+ZkEVFReHv7w/8icFWVVVFRESEWL9++OEHsSDv3r2buro6ysrKcDqdYn6OjY2VApny5tLpdMzMzMh4dmVlRURL3d3dlJWVodPp0Ov1FBQUYLFYKCsrk8JedXU1er2eoaEhBgcHRbgKiFbcz89PUFehoaG43W7xTCrL6KSkJJqamqTp2tLSQkBAAA8fPiQ0NJRr165RVFTEvXv3BCq4fv16ofIEBASQmpqKVqvF39+fsbExMQsoFrmLFy9SUlLC2bNn+bf/9t++utOwhYUFlpaW+PbbbwkNDeXu3bvyxlfkRQp4bnh4mJKSEurr6wUfqsiBjh07hs1m49y5c3IhRUdHs23bNvR6vRxWrq6uSvV2cHAQl8vF8PAwZ86c+dmmeHFxkV27duHv78+RI0dwOBwkJyfLlGZqaopr164RHBzMo0ePKCws5OnTp5SWlqJWq4mMjGTdunX4+fmxb98+2fwqB2bNzc3cvHmTubk5/vZv/xabzcZXX32Fw+GgvLycoKAglpaWKC0tJSQkhEOHDlFWVkZ3d7f0zl+8eMHw8DB37txhenpa9h3KmDw2Npbt27fj6+vL4cOHcbvdfPbZZ3R0dIjdd35+nsHBQW7fvs3c3Jxw0x4/fgzAjRs38PX1paenh7S0NInGeDwekpOT6ejowGq1Mj8/z82bN2WJmJSUxNWrV0lISODJkyeEhoYyPT2NyWQCoKysDIPBIHwyRaSqUqnw8/MT6v3169flRqoELuPi4vDx8SE6OloMa++88w69vb1s376d9vZ26dQMDg4yPj5OR0cHnZ2dREZGMj4+zvXr13E6nUL3UW4Wf+71SvRZTCaT5+/+7u/w8vKis7NTDgmVdGp9fT2lpaVcvnyZPXv2cOrUKb744gtOnjzJoUOHGB8fR6VSkZCQwLNnz8jOzpazC7vdTkNDA4cPH+bMmTMcOXKEGzduCFFdocYr2M7u7m6Cg4NFRaHRaLDb7VitVjkD2bVrFxUVFWzdupX+/n4iIyOlRbm6usrCwoIcsNXX17N+/Xpu3LjBgQMHOH/+PJ9++inXrl3j4MGDPH36FLPZTFhYGKOjoyQkJHD37l1KSkoE0aN8P2lpaZw5c4Yvv/yS8+fP8/HHH2OxWIToqewvHA6HSEh9fX2pqalh//79XL16lZ07d3Ls2DE+/vhjfv/73/OXf/mX8nFlIKHQbYKDg6moqJBDPYfDgV6vZ35+npWVFXQ6HbW1tfJ9vfvuuzQ3N7NmzRpWVlbw9vZGp9PR2NhIcnIytbW1+Pr6Eh4ezujoKFlZWYyOjgpWNi8vjydPnpCdnc3CwgJ6vR5/f398fX1xOBz4+voyPDwMwMDAgPy71tZW8vPzuXXrFkeOHOHkyZP8xV/8BefPn+ftt99mdHRU9oIAKpVK0ubLy8uEhYUJGPCn+vSr22fRaDSSUo2MjOTu3bsUFhby7NkzrFar/DCZTPj5+XHgwAG8vLz46KOPmJmZQafTYbPZuH//Pjqdjq+//prMzExevnxJfn4+Op1O8KVKsvfZs2cEBwfT29tLa2sro6Oj/P73v8fj8Ugt9datW9IlUXJhe/fuxc/Pj9dee03sYr6+vjJW7u/vF7ZvRESEoE9LS0vRarXivXzvvfdECjo/P093dzf9/f18/fXXGAwGvvnmG+mbR0VF4eXlRVxcHIcPH2ZiYoKPPvqIhw8fij6uqqqKsbExzp8/j8Vi4eXLl/KGcDgctLa2EhUVhcvl4v3335dJ0fT0NG+88QbV1dVS0VbYX1999RWxsbGcPHmS4OBg7t27Jwd5KSkpBAYG8t577+Hl5SVNUkWY6na7CQgIkObptWvXyM7Opr6+noiICNrb22XZlZubS1ZWFjMzM2zatAkvLy8hxCiyV4CXL1+i1+upqqpizZo1MhFTq9XiqwkKCuLw4cOMjo7yzjvvUFdXh16vl6bl5OSkoKgUf+bdu3eZnp6WC/HPvV6Ji8XpdEpUW6VSoVar8fPzo7S0FJfLxVtvvUVUVBTr16+XgzKn0yl66+7ubqnAJiYmSqBux44deHl5cfjwYWn+9fT0UF9fj7+/vxS1rly5QmBgIFqtlsTERPLy8tBqtRw5cgS73c6WLVvo7OyUsajFYmF6epr5+Xl6enr4+uuvWVpaEgTpwsIC69evJyQkRDRseXl5dHV10dXVJePdgIAAKioqiI6OpqamhsLCQmw2G1lZWWRmZuLj4yNQ9B07dnD79m38/f3xeDw8fvwYo9HI999/T3JystBtlLyc0WikqKhI6DCFhYUUFRUREhIif8fT09MEBgYKIE9BxTY1NREeHk5AQADh4eHS+X/vvfeYnp5m06ZNcmefm5sTd+Pi4iL19fXcvHmTpaUl7ty5g81mEzOBv7+/HDZ//PHHdHR0SCRmcXGRsbExqqqqmJubE4DhuXPnmJ+f59mzZzgcDqanp2UYs3fvXgDp6bz55psy/lVunuHh4Zw6dYqwsDAqKipEHRgdHU1MTAw6nY6UlBTy8vJkWvnnXv+9fpZ+lUr1UqVSNapUqrqfPhamUqnu/GT+uqNSqUJ/+rhKpVL97ifzV5NKpSr4l/58BfNfUlJCaGgoe/fuFXCaUsmtqalhcHCQY8eOMTs7K6bge/fuER4ejsvlErTpjh07iImJITAwEF9fX+bn5wkMDKSpqYni4mJaW1tJTU2VJK5yqLdv3z7sdrtkpZRezL1793C73fzhD39ArVZz4sQJPB4PDQ0NGI1GoqOjBdIQHR1NSkqKLGmWlpakj5GRkSFqhsXFRVpaWtDpdHg8Hg4cOIBGoxHyyZYtW4Rus7q6Km3H7u5uIiIiGB4exmw2k5iYSHh4OAcPHsRqtXL48GFpf3Z2dqJWq1lYWODBgweMjo5KVP/Ro0fMzMzw4sULVldXUavV7Nu3D51Ox6effsri4qI8wXNzc5mbm2NhYYGxsTEFjOvpAAAgAElEQVSh6J8+fRqbzcaZM2dYXFykpqbmZ+qKtLQ0CgsLiY6OlipDZmYmo6OjjIyMAH/aZ/r4+HDx4kWBVii1ZoPBQG5uLpGRkWRmZgrbOSsrC19fX/R6PTabTQg8bW1/cm01NzcTHh5OZ2enhC2Dg4M5cOAA8/Pz7Nixg46ODnbu3Ck8tK6uLpaXl/+XRfRf83g8eR6Pp+inX/874N5P5q97/L9M411Ayk8/fgl89d/zhysEw9nZWamyTk5OcuzYMdxuN1VVVRgMBonn5+bmEhwczObNmwkPDyciIgI/Pz9xtTQ1NTE9Pc3du3dlMubn58fCwgKFhYVotVoOHz7M8vKyQOgUpYHiMbl9+zZFRUU0NDRQUFBATEwM4eHhcm6yceNGgoODefPNN6mpqcFqtVJfX09FRQVWq1X02BcuXMDX1xeLxUJJSYnwrPLy8igoKMDPzw8fHx9pUa6urvLy5Utyc3NpaWkhKSlJhhUJCQlSO9Bqtezbt0/qvcphXVhYmJxNKEMPZTmiVqtJSEggNjaW3Nxc8vLyKC0tlV66j4+PjM7v37/P8vIyLS0tBAYGUllZSXp6OktLSyImUmJByuFkfHw8mzdv5tmzZ+j1enp7e+nt7RU4d19fHwaDgYqKCgwGA/7+/vI09/HxkSfxwYMHqaysJDIyks7OTkkgtLS0SPOxq6sLt9uN3W7n9u3beHl5MTMzI0CPX//61/j5+fHuu+8yPj6O2+1meHiY6upqjEYjp06dwsvLiwsXLqDX6zl9+vT/thP8f2z4+m/NX8c9f3rV8Cc1RdQ/9wfZ7XZRMZw5cwYvLy/h0yrA6Z07dzI7O8uRI0eoqalhzZo1VFRUMDw8TGNjIxcuXPhZt+TWrVsytlRalVlZWcTExJCZmSlgiKCgIPr6+sjOzmZ+fp4bN26ITSs7OxtfX18pau3du5fe3l5BsXZ2dtLZ2cnVq1clSKkQ4KOiotBoNMTExLB+/Xri4uIkZazVavH29mZoaIiRkRFu3brF9PQ0V69eZXJyktraWgkQ7tq1S7jCCufYbDaztLQkGCOlrahE9xVbc0JCAgUFBYSFhfHZZ58xNjbG22+/LSHVlpYWent76enp4eXLl/T19VFZWYnFYmFxcVFqCVqtluHhYaFCHjx4ELfbzaFDh+TpVV9fLxC78vJyNBqNlMQUDlhra6ukhV9//XUCAwN59913BZweGBiIj48PTqeTyspKsSIbDAbu379PUFCQyKAsFgupqamo1WpCQkIkR5eYmCg3n+npaRwOh1yg1dXVJCcn09bWhsvlwmazERcXR3BwMDqdjh07dvwvuVg8wG2VSlWvUql++dPHIjwezxjATz8bf/q4mL9+ev1jK5i8/rH5y+l0YrFYyMrKkvW2YmN65513WF5elg12f38/sbGx3Llzh3Xr1nHjxg1ycnIYGRkhJiYGh8OBwWBg3759zM7OcujQIXlSNDQ08PTpU4aHhzl16pRAvd1uN319fYSGhhIWFkZubi5paWkkJyfj7++PwWDAz8+P6elpIiMjaWpqYt26ddTW1srkZnV1lfj4eEJDQ3n33XelalxbW0tQUBDNzc28ePGC+fl5jh07xvT0NBcvXiQiIkIwUEoIdP369QJb0Gg0qNVq6fQsLy/zt3/7twCcPXsWp9NJfX09RqMRlUrFe++9R2hoKL/+9a+ZnZ0lKSmJW7duCSn+ypUrREVF8f333xMREcHNmzeJjY2lurpajM3Z2dmEhYVx9OhRdu3aRUREBOnp6aKiUKoAlZWVQq5XagTh4eHC/VJSyXv27BEWmdVqJTExkcDAQLy8vBgbG0On01FRUSGDFpvNJmQbhfC5Z88ePB4PX3zxBT09PWzfvp3p6WlJRDx79oyVlRVOnjzJ7OwsFy9eZHl5mUePHuHxeOjq6pIn9OHDhwkPD+eTTz5Br9ezf/9+LBYLBoPhfwk3bIPH4yngT0us36hUqrJ/5vf+/zZ/hYSEyKxc+cLhT7GWpaUl/Pz86OvrY2VlRQ4PlRHnm2++KZvYkZERjh49yqNHjwQeXldXh7e3N3/84x+Ji4uTTZ8SZoyJiSE3N5eMjAyeP39OUVERT58+FeLHtWvXmJycFNOvYiJWXCje3t6iA9+1axdqtVrSyzdv3iQ+Pp7jx48THx8vSV4F47Nx40bsdjuff/65iHYaGxvliXPnzh0WFxc5ceIEdrudmzdvyqY0KCiIAwcO4HA42L59OzabjcjISKanp2VTrZAY161bx/DwMAEBAUxNTZGUlERCQgJGo5Ft27axsLDAkSNHBCTe2NgoBPv6+npGR0e5fv266LBnZ2dpbW2VA1il9LZu3TqZUrrdbnbv3i2Q9vb2dh4+fMj8/DyXL19maWmJy5cvMzs7S21tLYD0iFQqFR988AFarZY333xT9n+tra10dXWxsrIirvtTp06RlZUl8iabzSbssJiYGDIyMggLCyM7O5ucnBx0Oh0qlUqUGnNzc/T09BASEkJ5efn/vFPS4/GM/vTzBHARKAEsyvLqp58nfvrtYv766fWPrWD/9BehVpOWliYjWIPBQG9vL6GhoVitVmpqavjp80iT8K233hKCvlqtlovnwYMHJCcnMzw8jEqlwmKxkJKSQkxMDBEREbz++uvY7XYOHTrEvXv3CA0NpaKigt7eXry9vfnmm2+Iiori0qVL6PV6RkdHBYaQkJBATk6OMIhjY2MFIF5ZWcn4+Lis0QcGBuSsoqioiODgYEkXHz16lCdPnpCWlobNZqOxsRGj0cixY8cICwvj/PnzREdH09vbKwbh8PBwdu/ezczMjNSkZ2Zm6OjoELf873//e3kDKTVelUpFUFCQJIEVxfaePXuwWCwkJCRgt9vp6urCbrfz448/otPpOHnyJCsrK+K4n5iYIDw8XOiSZrOZ7du3YzAY5EmqOCUV/fijR49IS0vj7Nmz5OXl0dzcTGJiImNjY/IkTU1NJSMjg7KyMt566y0551pYWJAGpb+/v5jWnj59KqYxo9EoRJ133nmH+fl5Dh8+TEtLC1lZWTx8+BC73U57eztVVVVYLBaqqqoYHx/n0qVLANy+fVt6SQr69n/4YlGpVAEqlSpI+WdgB9DMzw1f/6356+hPU7G1wLyyXPtzr/n5eQYGBmRj/OLFCzQaDaurq0RGRpKSkkJiYiKhoaEMDw/LCFdhPrW1tTE6OsrU1BR+fn6EhYVJaWr//v3odDr27NmD3W4XB317ezv5+flcvnyZmJgYqQiHhISQkJDAzp07WVhY4P3336e3t5eSkhIePnzI0NAQPT09Yvt9/vy5MH2DgoLo7u4mLi6OyMhIdu3aha+vr+BHJyYm8PLy4ty5cyIGXV1dZWhoSDJT8fHx7Nq1S3yWXV1d7N69m5qaGhYWFvDz86OyspKUlBQeP37MunXraGlpIS0tjejoaFl7h4WFUVpayp49e9BoNExNTaHVavF4PCwvLzM4OEh4eDgPHjyQDnteXh42mw2z2UxycjIajYb33nsPh8PB4cOHaWxspLi4mOrqaiHi/+PymYJ6stlsPHnyBLVazfLyMiUlJYIoAvj1r39NZ2cnxcXFPHv2TBLFZ8+exc/Pj/Pnz0ugcmlpid7eXhISEvDx8WHPnj34+flJ8jo3NxeVSoXT6ZRERUhICD/++CMpKSlcvXqV1NRUWlpaZHqWmJjIli1bhI9sNpuJj49nw4YN/9N7lgigUqVSvQCeAtc8Hs9N4P8GtqtUqi5g+0+/BrgO9ALdwNfAl//SJ7Db7QQEBBAaGorZbKa0tBSz2SzrYeXOcvPmTebn5/n6669ZWVnh7NmzeHt709vbK1KiLVu2CAI1MjKS2dlZnE4n09PTLC0tiQ57ZmYGX19f+ZxHjhz5GXUlPj5eqPorKyuylCovLyc4OJihoSGMRiNutxuDwcCHH35Id3e3jCWVdPDk5CQjIyMsLCyIos3b21t634rOPDg4mI8++oj5+XnS09Ox2WxMTk7i5+fHuXPnSEpK4sqVKywuLrK8vMzy8jIxMTHCA1PkTR0dHRiNRlpbW3ny5AkWi4Wuri6sVisnT56UpwfA48ePCQ4OZnFxUUKcR48exWazsWHDBnp6eggKCpLWpl6v59SpU0RERHD27Fl0Oh0XLlzA4XBw7949sXbFxsai1WqlRKdEZNxutxi2AgIC+O6772T/qQASlSWUXq9nx44d5Ofnk5WVhdlsln2c2+1mYGAAtVrNH//4R3p7exkeHsZkMuFyuYTmYzQaKSsrw8fHh8OHD8sys7Ozk6ioKFpaWuju7mZgYICmpiYsFgt2u/1//GL5yfCV+9OPTI/H83/99PFpj8fzusfjSfnp55mfPu7xeDy/8Xg8SR6PJ9vj8dT9S58jLCyM7u5u0tPTuXz5MmNjY3R2dnLp0iVycnI4c+YMycnJTE5OUlRUhMlkwmQy8dZbbzE5OcmuXbvo7e0lJSWFxsZGBgcH6enp4fjx48zPz/MP//APLCwsyP8U5c2hnECvrKzg7++PWq2Wu2R/f78IlZSudlJSkmy+33jjDbq7uykuLqavr0/ewKdPn0ar1fLtt9/i7+/PhQsX8Pb2prOzk5SUFFwul0CzDQYDJpOJxcVFXC4Xk5OT+Pv7S66po6NDVG7h4eHk5uYC8MYbbxAeHs7OnTsJCgoSUWx7ezvR0dGcPn1aatdBQUFUVFSQk5ODVqslNDRUzrM2btxIcXExiYmJUrJSwo0KH629vZ2enh4xiHk8HuLi4jCZTOh0OtauXUtwcDBbt24lMjKSrKwsKisrZejS1dXF1NQUjx8/ZmRkhPb2dqxWK2FhYZhMJhk9W61WSRRs376dxsZGFhYW6O7upqGhgdnZWRoaGhgbG+Ply5eMjo6KHWB+fp74+HgAYYAdOXJEsmt9fX10dnayvLzM8ePH8fb25tatWyQkJFBTU0NUVBRPnz4VePufe70SqeO/+Zu/+W1mZibPnz+noKCAixcvsmnTpv+P1EbBeqanp4sjRemDKBvglJQUbt++zf79++ns7GTdunUygs7MzMRqtZKWlsbk5KRsYl0uF2NjY4IAUk7VFxYWiImJEci0j48PJpOJ0dFR5ubmmJmZ4c6dO5SVlXH//n1KSkpobW1lx44drK6ukpCQQEZGhrjqFSXG8vKyXECPHj2SPZLZbBYJ0fT0tBy+KQhaBfGkhD8XFxdpamrC4/Hw8uVLYT5PTU1RUlKCXq/Hy8uLkpISlpeXWbduHZWVlfJ5+vv7CQwM5NKlS0RFRUn3XyHaxMTEyNlWQUEB3t7eAs1ISEigp6eHyMhIamtrWV5eZmpqioaGBqKiorh8+TLp6encuHGD3Nxc+vr6KCoqwuVyUVxcLJB3l8sl/GcfHx/0ej1Xr16VJVRWVpZANR48eMCGDRvkPaDVaklNTcVgMEj0SNGbDw8Po9FoxGdz/fp1tmzZQnd3Nxs2bBDfTlpaGoB09Z8+ffpqd/CVceXU1JT0z4ODg2Vp9Oabb7KysoLH4yEgIICJiQkBcSvr0fXr1xMWFkZSUhKvv/468CdPoRKPqKuro6+vT5QLLpeL77//XrjEAQEBrFmzRpwksbGxZGRkCA7I4/Hgcrno6OggLCxMohoej0eWACqVir179+LxeFi7di0tLS0Cg2tsbGRmZka64D/88AOpqalMTU1hMBgwGo2EhoaKqyUnJ4fV1VUpRCkCpm+//RaXy8XZs2fFrxITE4PRaKS4uJjk5GTef/99HA4HUVFRzM/PU1VVJbCHuLg4Tp06RXFxsdBmlJCon58fSUlJZGdnU1ZWRmhoKBMTE0RFRTE5OSkb4dnZWTo6OmQJVVBQIKy07u5uiZJ4eXlx6NAhLBYLb7zxhoROlXj+6OgoS0tLAtgbHh6ms7NTNu+FhYUYDAYOHDjAzMyMgMaNRiOjo6OMj48zPT3NpUuXUKlUXL58GavVKvTO5uZmYmNjAXj//fclwjQ1NUVKSgp2u126Tw0NDfK9/bnXK/Fk+S//5b/8du/evWRmZhIYGEhSUhKrq6t4PB5WV1eFrG61Wnn58iWrq6viXVeIIMrm2Nvbm7CwMHx9fVlaWsLf35+6ujpSU1OFZ1VVVcXWrVuZn58nISGB5ORk8bkrYcy2tjZhL587d47ExESuXbuGyWTC7XbLGjo9PZ2QkBDi4+N/RsJXyPBXrlxh7dq1lJeXs337dlpaWti4caOoNTZt2kR/fz9r166ltrYWtVpNX18fPT09AKK5u3XrFvHx8fT19bFu3ToiIiJwOBxs27aN58+fi2/TarXicrmwWq2CuW1qamJ+fl6+x+joaIxGo0wgi4qKaG5uJisri/r6enx8fFhYWJCk8e3bt0lMTOTu3bskJiby8OFD0QfGxcURHh5OXl4ek5OTIhaKjIxkamqKjo4ObDYbd+7cISEhgbNnz5Kens7169dJSUmhu7tbeG0JCQmiG3G73SQkJDA5OYnL5WJgYIDm5ma0Wq08rcrLy1mzZg1tbW0/wzkpHZvExETCwsLw8fFhZWWFgIAAOjs7iYmJwWq1srKyQldXF0FBQdTW1rJx40YuXbrEX//1X/+TT5ZXIqKflJTk+ff//t+LbNPHxweNRsP4+Dg2m43XX39dFA5KotdgMEh+S4mLNzQ0sGbNGp4+fUpISIiUmpQikxIn8fPzk8Mvb29vnj17xt69ezl//jxffPEFZ86c4aOPPmJ6ehq3201YWBjDw8PEx8czNjaGRqORCPrQ0BANDQ289dZbVFVVUVhYyNLSEiaTSQxbVqtV0EtKc7OhoYEjR45w5coVdu7cyenTp/nNb37DxYsX2b17N4ODgwQFBREWFkZTUxPr16+nvr5eTtOHhoYoLS3l1q1bfPrpp9y4cYN3331XVBkul0viPzabTeg0Wq2W1tZWkpOT5eahKBkuXLjAL37xC86ePcvevXsFP2Q0GmloaKC4uJimpiYiIiJEPeFyudDpdKLCO3PmDOvXr2diYoINGzbQ19cnN7Hh4WGSkpJ49OgRJSUlzM3N4fF40Gg0+Pv7MzU1RUtLC6mpqbhcLrq6utiwYQM3btwQUqXBYBDweG5uLi9fviQ4OJi5uTlWVlYkmVBaWsqDBw9Yv349dXV1vPbaawI8DAgIwM/Pj5WVFTntd7vdTE5O8td//dd0dXW9uhF9t9vNzZs3JYKSnJyMyWSirKyM1157jWfPnhEaGkpdXR21tbVYLBa+++47bDYb5eXlIlFNSkqSw7DNmzdjMpkkM6ZSqRgYGCAsLEyAb83NzaSnp5OdnS0g7dXVVQ4fPkxXV5eMXBX9w/fff4/D4eDChQsAtLe3k5iYyGuvvSabXL1eT05ODg6HQ+7wihlL8bVkZ2cTHPz/tPfmwVGe+b3v521Jre6WutXqltRSa9/RCtoQAotNGLDBYMAYG9tle5ZMciupk7qpOifJrbo1+efeTE5VMknl1ExOJnEcmzE2GMwidiEhJCQQaN/3fWntW2tX3z/Q+7vj1NjxyfHYpIqnSoUkKPWD+n3e93l+v+/38zUxPT0tULq3336btbU1jh49SltbG76+vlRVVVFeXo6bmxs///nPAXj06BFbt24VWEdmZibu7u4cPXqUqqoqQSupXXBVl3XmzBlmZmYoLCxkbm6Orq4utFotgKiT3333Xerr6zlx4gR37tzBbDYzMTHBw4cPRaWtJhzr9XpRQXd2dsqCeO2119i0aRN79+7F09NTwm5VS7OqAD5z5gxubm6CZS0sLMRms+Hh4SHgwZdffllMb6rNuq2tTZqYqhTm1q1bREdHU1VVhZ+fH8PDw1itVmJiYvD29pao9qCgIAwGAzqdjrq6OmFcq1UxlQ76VeOZWCweHh7s379fSpbt7e0sLy/T3t5OcXExBoOBDz/8EB8fHwoKCgTKEBgYyOHDh3F3dyctLU0YW2pXuKOjg48//pj5+Xl+/etfs7KyQkVFBcHBwXh4eHD06FH0ej25ubmMj4+j1+sxGAwMDAwQEhJCVVUVwcHBdHZ2SiUqMjKSvLw8tFotu3fvBiAsLExU0VVVVVJ9+/jjj3E6nTx48AAPDw/m5+c5ePCgyFKioqLEvenh4YHL5aKvr4+wsDBu377Nrl27RKVsMpnYsmULmzdvFlr//Pw8mZmZTE1NUVdXh8Fg4Pz58+j1ej788EMUReHatWu4u7uj1Wqx2+2EhYWRkZFBeHg4hw8fFmSsRqPB4XDg5eVFfn6+GM2CgoLEzxMeHk5oaChHjx5FURThFCclJYlUSCXrjIyM0N3dTVdXF3Nzc7S0tODj44PT6WTTpk2EhIRgsVg4cOAAKysrcqbJy8sTfvHY2Jjc8dfW1kTbpc7H3d1dkFIGg4FTp04xPz/P7/3e71FWVkZ8fDx1dXXCls7Pz2dycpLr169jsVi4fv06iqJQXV0tTGedTveV1+kzcWb5q7/6q5+++OKLNDU1SVTzjRs3SE5Opqmpiby8PBwOB2lpadK93b17N0VFRYSGhlJXVyfxzFevXiU8PJy7d++ye/duOjs7ycjIQK/XExkZKWpZq9UqlZiRkREsFgsTExM0NjaytLTE4OBT0YHZbJZwJBVQ5+/vT2lpKX19fSwtLfHgwQMyMjK4desWhw8fFoC3ipNVBZmq9kiVndTV1aEoCuXl5UIiUVOxdDodFouF5ORkicmemJggKChIehLe3t7U19djMpmora0lOTmZhw8fcvjwYUloDgkJQafTSchpSkoKzc3NGI1GOVO4ubnR19cnBZampibS0tJYWlrCz8+PTZs2odPpiImJYWBgQOT/q6urdHZ2Ul9fj6+vL2VlZbi5uVFYWEhycjJlZWVER0czPz9PdHQ0ZrNZtqlxcXHiiVFJkAaDgeLiYux2O1euXCE+Pp5bt26J3F6NX1dzXlTff3R0NPA0yNfpdFJZWUl0dDRffPEFmZmZ3Llzh7y8PMrLy8nOzmZgYID4+HiCg4NF9WwwGAgNDSU/P//ZrobpdDqePHlCZmYmAwMDJCQkYLPZsNvtZGVlSSyC0+mUffiTJ08EIK2CvFWBXkBAAEeOHMHNzY0jR47w5MkToqOjKSoq4smTJ/T393PhwgWmp6f56KOPRIyoKn0TExNJS0sjPT2doKAgQkJC8PDwoKenh+DgYOmcNzc3yyFZ7V+sra3x9ttvCwC8vr6elpYWurq6+PDDD5mfn6ewsJDJyUnKy8vFLWi324VvFhYWxtatW8XhqdImdTodDodDoB6lpaUoisLg4CAvvPACer2eP/zDP8TpdJKVlUVVVRULCwu0t7cLGeaXv/wlWq2WDz74AHd3dx4+fIhOp6Onp4eUlBR0Oh1vvvmmRHTYbDZcLpfAHcxms3Chi4uL5WAfGBjI/Pw8UVFRxMfHC+NNo9F86WKemprC09OTmpoajEYjt27dIjk5mc7OTjl4h4SESLTetm3bCA4OZuvWrSQlJclFropq1ciJ4eFhWltb5eyj1WoljfjAgQOsrq7y4x//mIaGBnbt2iU9rZaWFhoaGujv7+fGjRtSfv9t45l4svzN3/zNT7du3UpoaKhUlWJjY1lZWcFkMkl1xsPDg46ODrRaLQ6Hg8DAQAYHB4mPjyc0NFTufr29vZLgNTExgV6vp7i4mNTUVIqKiiRoVc0nVJtsTU1NZGZmUlpaKl1+lVrf2NiIVqtldnZWejVBQUFiUvP09JQ9twpeqK6uJjk5mStXrrB//36hqkxMTJCUlERycjJDQ0NkZ2fz5MkTgQtqNBqmp6eprq7G09OTlpYWnE4nc3NzhIaG0tDQQFpaGqurq+JN0Wq16PV6RkdH0el0NDY2EhsbK+rs7u5u4YHt2rVLSrvbt29neHiYbdu20dfXJ1AJtW+iAigqKytxuVwsLS3hdDqFBqNGhjscDrZu3Up9fb1QQdfX1xkfH+fx48fY7XYRkra0tAhY0OVySQyhChNfX18nNTWV1tZWrFYrlZWVso1VNXetra2S6+Ph4cHjx49JSkpiZWWFTZs24ePjQ3JyMpOTk+LobGlpEYHr9u3bJeZb3YVUVlbS29vLH/7hHz67TxY3Nzd27dqFr68v/v7+eHh4iFS6p6eHTz75hJmZGe7evYtOp6Ompoa4uDg8PDw4duwYJpOJ4OCnLoCRkRGCg4MZGhqiu7ub7u5u9Hq97G8PHjwoGZP19fVkZmaKkNJgMHD27FlCQ0O5ceMGdrudmzdvSrMrIiKCgIAAXnrpJXQ6ncgrftNq3NnZycjIiNieNRoNWVlZuLm5ceLECRoaGsjIyJBGnsFg4MKFC3h4ePCLX/wCb29vPvnkEzQaDZWVlfj6+qIoCtnZ2dLHULVi6vakuLiYvr4+Pv/8c5aWligvL8fpdDI5OUl6ejre3t4cOHAAg8HAu+++K4tOJcH09/dz6dIl5ubmuHjxotAr3dzcMJlM+Pv7i0ErPj6eXbt2SU9LhXmsrq5y6dIlFEXh1q1bJCUlSYlZDTo1Go2EhYWRmppKdnY2AQEB5OTkiLZrbW2N6elptFqtSHGuXLlCYmIiV69exWg08ujRIymbq7YNT09P8vLyvsRNXl1dpbe3F51Ox6NHj6Q4oLIDujci341GI6+99hrr6+ucPn36azv4z8RicblcNDY2UlBQIMjQ+fl5ioqKCAkJEQL+li1bMBqNHDp0SESFIyMjNDU1MTY2xtDQEFNTU1IidTgcYhA6cuQIWq1WQG3qfvnChQsSn6A2IGNiYoiNjZVDY1NTE/v27aO+vl50SaoTU7X9fv7550LGTEhIwN3dnePHjwsOaWVlBafTiaIo3LlzB09PT+rq6tDpdOK7DwkJISQkhJMnTzI9Pc0f/MEfUFVVJbA8VdH74YcfYjKZ+PWvf01AQADV1dWEhIQwPz8vrtGcnBzCwsJISUmRKqPKU9PpdEKwv3DhAgkJCfKEdnNzw8/Pj127dmE0Gtm/f7+4L9va2ii2mk4AACAASURBVOju7mZoaIgnT54wMjKC0+mks7NTlMJxcXEEBQWxtrYmNu93332X9vZ28vLyqK+vZ25ujt7eXtra2hgdHaWvr4+6ujrx3T98+JDV1VVcLpcoKF5//XWmpqZ47733ePLkCVu2bKGhoQFPT08eP35MSUkJU1NT3L59W/wsi4uL1NbWitfnxIkTeHt7c/jwYSI2sjHVc+vY2BglJSV8XSvlmVgsqqixvr4ei8Uib1h2djZTU1Pyhrm5uVFVVcW5c+cYGBjgH//xH3G5XFy9elUIkgkJCej1ehYXF8nJyaGxsZH19XWGh4clEq2/v5+hoSHMZrNotA4ePIjZbJbU3b179zI+Pk5fXx/r6+ty1/z444/R6XSCLp2cnCQwMJB9+/ahKAq5ubli5hoZGaGnp4eRkRFmZ2cFUNff309SUhIWiwWXy8XOnTul5K0+UcfHxykqKmJtbY2zZ8+i1+s5d+4ccXFxLCwsiDnN39+fH/zgB/T39/POO++IAauqqoqmpiZGRkbo6OhgdXWVM2fOMDc3R1VVlUSSJyQk4Ofnx7Fjx1heXhY4ubu7O+3t7UIB/fTTT/H29ub27dvo9Xpp5nV2dpKQkIC3t7eknG3ZsgWbzSaqBvW89eGHH6LX67l69aqcfdTA3aysLA4ePIivry/p6emyVdy5cyezs7MSg6HiYFWmtepnaWlpwW63S/yhapXOzs4mOTn5S2ev/v5+6uvrGRoaEpuDqgP8umrYM7FY3N3dCQ0N5ciRIwwMDLBv3z5KSkqksab2M+7du8fOnTtZXl4mOztb0qlUn0hubi5PnjxhZmaGxsZGLl26hNls5uzZs7i5uVFZWYnJZGJxcVFsrCdOnECn0xEdHS2csdnZWQYGBnC5XMzOzrJp0yZGR0fFQOTl5cWxY8doamoiNzeXuro69Ho99fX1XL58mYWFBZGlXLhwQWK3VSHl+++/j6IoJCYmymFWo9HI0666uloSfjMyMpieniYmJoY9e/ZgNBr54Q9/iLu7OwcOHGBubk4onMXFxdhsNs6cOSOFCLXHY7PZ2L59O/7+/qSnp/PCCy8QERFBTk6OJPSqPyMuLo5PP/2UkJAQFhcXpYIYFBREXl4eTqeTI0eOiM5qfX0dd3d32cKoLGg1wHZ4eBij0SjJBcnJyRgMBiHYJyUlye+9rq6Ompoa+vr6qK+v/xKTICoqSoDver2e8PBwEXK+//77dHZ2cvjwYUpLSzGZTHR3d1NXV8fo6CjFxcU4HA4ePnzI+Pi4XAuqukOj0XD8+PGvvU6ficWi6pPUjrDa38jPz2d+fh6n04nZbBZay5EjR1hcXCQjI4OJiQlGRkbQaDScOXOGgIAArl27RkZGBisrK8THx3Po0CHxtrS3t5OWlkZtbS1zc3MMDg7S0tJCf38/v/zlL5mbm+Pzzz+XQ3JMTAweHh68//77aDQacnNzxZg0OTnJ5cuXhWGVkZHB0NCQaMoCAgLIy8tjdnZWeMi+vr4MDQ2xvLzMwMAA//RP/8TExIRI3auqqvD392dxcZFDhw7h5ubGT37yE4m6UINe19bWaGlpYXV1laamJpHah4WFERsbi5+fH0eOHMHhcPDqq6/S0tJCREQExcXFTExM0NvbKyreqqoqRkZGmJqaYmFhAavVKtW4vXv3ChdMtSWo2zCNRiOEl0uXLjEzM0NRUZHISlRXqOq3P3XqFAAvvPACdXV19PX1MTIywmeffSYQcTX6w9/fXy5oNXoC4N1330Wj0fDOO+9I/o7T6ZSo9s8++0zQtYGBgZSXl2MwGGhraxP3bFpaGrm5uUxMTHD48GE0Gg0Wi4XFxcWvvU6ficWyvr6OVqtlfHycgIAAJicniY2NJSIiAqfTSUpKCh4eHrzyyitCIdTr9fT09GAymWhvbxfXYkJCgjSpXn/9dZaWlrDb7QJ2mJ2d5YMPPkCr1XLx4kU8PDxEHrNp0ybppq+urkqvRBVvqp1oT09Puru7SU9PZ2hoiJGREWkcvv766wCcOHFCSq1dXV1cvXqViYkJoe1fvXpVtiB+fn5s376diIgIMjMziY6OJigoCF9fXzw8PCRPs76+no8//pjZ2VmuX78uUD/VXLV//37JuhkfH8fHx4fR0VFu3LghF1B4eDiffvrplw7R09PT0rvYt28f3t7eZGdnS1KWVqulr69P+ktRUVFfupHY7XY2bdqE1WolOTlZQIa1tbWChVpfX2dsbAxFUSSD5uHDh6SlpUl8RXR0NDabjUOHDrG0tMTrr7+Ow+EgJydHfh/Ly8vA02BZq9XKvXv3mJ+fF2jf+vo60dHRREVF4eXlxf79+1lZWeHkyZPU1dWRmprK4OCgCFNVgo3KOvs6P8szUTr+67/+659arVaRWqvCupiYGKxWK/39/QLMbmxsBJ4al/z9/YViqfqs1SRcd3d3RkdHpaMcHBxMfX09OTk51NXVsX//ftliqWeHiIgIhoeH0ev1PHnyhO7ubgDhg6n5KUNDQ0RERODt7S0Xib+/vySYGQwGAf+VlpaSnp5ORUUFL774Il1dXWRlZUmG/c6dO2lpaSEuLo5Hjx4xNTXF+Pg4tbW1YjH29/entbUVm83GzMyMEFssFoucYQwGA+Pj47KQrVYrZWVlJCUlce/ePaxWK5OTk2RmZjIyMkJKSgrR0dHyuRpjMTY2JiAJ1ftTWFiIxWJhZGRE4jCioqIwGo1ERESIPbm4uBir1crAwIBsKQsLCwkODubatWsEBQXR2dkpd/LQ0FB8fX1JSkqiv7+frKwsofSrZ72FhQUqKirw8/OjpqYGRVEYHh6WSmNvby9ubm4kJycDkJGRgYeHB5GRkUxOTmI0GsX/4u7uzv379wkNDeX+/fvs3r2bBw8eiJYtMTGR/Pz8rwxgfSaeLFqtlm3btuHr6yux1oqi4HA4qKioYH5+XhBJLS0tGI1GEhISCAsLIysri6SkJHQ6naiT+/v7BWn04MEDZmdn6e7uJjY2Fjc3N44dOwY8BVOrwsjGxkYmJyex2+3cvXuXlJQUWltbSU5Opr+/Hz8/PyIjIwkLCyMpKQm9Xo+3tzdeXl4Sb/DkyRMxKY2NjTE3NyfBr3v27MHpdHLixAmJ9FNxqTabjYsXLwqhUu2U+/j4EB8fT8RGxJzFYuHll1/mzp07IisvLCykv7+fDz/8kOXlZS5evCiyHpvNxsrKCj/+8Y+JjY3l1KlT6PV6Xn31VbmA5ubmuHfvHnNzc1y6dEm2VOvr67IlVM8agYGBbNu2DR8fHywWi/iADAYDV65cISYmhuvXrxMZGSkpBGqMxZ49e/D39yc1NZW0tDQCAwPx9/dnbW2N1tZWAJqamoR3HR0dTV1dHUlJSTidTgICAiS92d/fn+3bt0vlMCsrC71eLwgo9X03Go2SX9nY2EhiYiKrq6uEhIRIE/f06dMMDg6yc+dOHj16JMDH3zaeicUyPz/P6uoqpaWl3Lt3j5GREel2q9F1VqtVeMWqfur+/fsMDAxQV1fHhQsXxA2pyh4sFgsRERFkZGRIwKfBYBAB4cjICL6+vgK0czqdkodotVrZufMpxOb9999nYmKClJQUbt26JaytGzduMDo6yqeffoq7u7t05MfGxgQCuG/fPsxms8hOOjs7Jd1LFYCurq5K2TU5OVl8IE1NTSKj6e7uxuFw8MknnxAbG8v58+eFHRwWFoabm5tcRCo5JiYmBpvNJj9/eHiY6elpWltbJQA1LCyMgYEBUlJSmJ+fJygoiKioKHQ6HdnZ2dTU1LB//35KS0uZnZ2VMq/69Ojt7WV2dpbV1VWhc6oQQUVROHXqFD09PVitVmGTjY2NUVNTw8TEBENDQ0xOTuLl5YVOp2NgYAC73Y67u7u4HV977TW6u7s5cOAAZWVlkiAwPj4u5BkVpDg7O0tVVRXwFPK+efNmQb0aDAZOnz4tERcul4ve3l5WVlY4e/YsNpvta/0sz8RicXd357PPPiMjI0NwOKpi+OWXX2Z9fZ1Dhw4JkGJ4eJhLly4REBDAxYsX0ev1DA8PS8qtn58f+/fvp7u7m5iYGB48eEBvb6+gR6emprh48SJLS0sikVADe1JTUzl48KA8vdQ7n0aj4c6dO8TExFBQUEBkZCRdXV2YzWbi4+PlrNPf309eXp4cvru6uqiqqpKG5eDgIGtrawQEBNDf3y+kmDfffBONRsO2bdskoMfpdPLBBx+IRiosLAyNRiN9FG9vb370ox8xPj7Oe++9R1FRkTwRHjx4wODgIHfu3GF6epozZ86wtrbGrVu3ACQ73mKxcOLECebn5zl+/DhVVVUkJiZSWVlJfX09er2eTz75hMDAQO7evYvZbBZ1r4eHB7t27SIyMpLXX38dDw8P9u7dKyR/rVZLQ0MDer2eK1euEBgYKF38xsZGQVKpHhT15hYWFobFYmFpaQmNRiNRhb/61a8wmUwSYXj58mWxcgQGBuLm5iaR3du3byclJYWYmBg8PT1FyqRCQtQej2qXnpmZISgo6GtRSM+EnyU2Ntb185//XIR8dXV1gkUKDAzEarVy584dDhw4wO3btzl16pQ49VwulyRt1dbWMjMzI9bg48ePc/78ed555x1KSkokwGdhYQE/Pz+GhobEwqtqv+rr68nNzaW9vZ3AwEAMBgMeHh7S2JqamhLJho+PjzyJVJhdXl4ely9f5t1336WoqIhDhw6JkxKeqhU0Gg0TExOMj49jNBrp7u7GYrHg5eVFdXU1GRkZQj9ZWlpieXkZHx8fKioqSEtLw83NTcrpV69e5cUXX+T8+fO89957XLx4UXBANpsNk8kkeKmqqiqJvFbjFtTcFRWIcezYMS5evMjbb79NSUkJ27Ztkz5YQECAODMHBwdZWVkhICCArq4u4ROrfiQ14kH1/a+vrzM0NITdbpfM+sXFRVZWVrDZbNLlv3btGgcPHqSyslL6N0tLSwQFBeF0OpmdncVms/HkyRNSU1O5f/8+KSkpNDU1sbi4KMRJNd5827ZtwgVT08y0Wq2ovD08PAQ4PjU1xV/8xV8wODj47PpZ1IvQbDbT1NREeHi49BiWlpZYXV2VJN7XX38dp9OJ3W5Hr9eLYvjatWtERUXR29tLTEyMYI1UBW5eXh4VFRWSgqyG/6idd5WgsrKyQmBgIImJiURHRxMTE0NAQAB6vZ7Z2Vl0Oh0VFRVCYMzKymJlZQVPT08iIiIICQnhrbfeYm5ujpdffpmioiJMJhMlJSW0t7czODhIaWkp4+Pj5Ofn43K5aGpqIjQ0lOXlZQmY3bVrF+7u7uIILS0tJTw8nN7eXgl8HRsbE+XsO++8g1ar5bXXXsPhcBAaGioEzqGhIS5duiQCSpfLJWSc6upqIiMjpSTv7e3N+++/L0hbVX+lVg+9vLy4dOnSl0q7CwsLhIeHExwczL59+yTtQL04AQYHBzEajVy5coXo6Gjy8/PFNKamcZnNZvbt2yfR7mazGZvNhp+fHwB9fX2sra1x/fp14TjHxcUJGbS7u1sUGgEBAaSmphIUFERWVhYpKSkihXF3d2dwcJCJiQkh7zQ0NMjT7KvGM1EN+9nPfvZTlX+l5g26u7sTEBAgvGDVrjs3N8f6+jojIyO0t7cLgXBmZobo6GjZqqhEFni6GDs6OggKCqKgoEACP1XvRE5ODhaLBZ1Ox+bNm6msrBRMa1dXl8jovby86Ovrk8x71T8TERGB0WgUoIaiKFLWtdlsXLt2ja1bt5Kfn8+WLVtoaWkhMzOThIQElpaW2LFjh7C/1G775OQkS0tLTE5O4nQ6GR0dJSwsDIPBwNLSElu3bsVoNBIVFYVer2dpaQlFUejt7cXX15eSkhKysrK4d+8ee/bsoa+vj23btrG8vExERASbN29mZmZGJPNWq1WchAMDAwQEBFBaWsra2pqUVB0OB+np6bhcLkJCQkhKSmJ4eJitW7dSV1cnT+nGxkY0Gg3l5eX4+PjQ3NzM2toaGo1GVANqUFFaWhrj4+PExsZKPHhrayuzs7MsLS1RX1+PTqcTpJTdbqe2tpbc3FyamprYvn07Xl5e+Pv7k5KSwsrKCqmpqdTV1REbGyuHdqfTSVNTk4AX1a3h5s2baWpqwt/fH29vb4qLi5/tapj6mI2PjycyMpLo6GiSkpIwGo3U1tZSVlZGd3e3CCpVd51GoyEtLQ0V/+rt7S3hQgMDAxRt5Mg3NzfjdDrx8PBg586deHp68tZbb7G0tMSbb77JgwcPxGJcV1dHaGgoFy5cEK+MCmwIDg4mODiYzMxMgoKCpCrW0tIi+SKTk5N0d3fLm2KxWPD39yc4OFhSeg8ePCgpWF1dXVKx+9WvfoVWq+XcuXPodDoBjPv6+nLw4EH8/f2ZmZlh06ZNNDQ0sLq6Snd3N2VlZUxOTpKfn8/Kyorka7q5uQlS9cUXX8TNzY09e/YwNDSEy+Wiu7ub/Px8xsfHuXXrFjMzM9y6dQun04nD4cBqtTIxMcGmTZtEYeHl5cXWrVuFvTw3N8eVK1dYX1/n008/ZXFxkerqagIDA1lbW8Nms0lZPzAwkL179wolR41D7+7u5vbt25jNZu7du4fdbufRo0fY7XaGh4clUuQ3FRs6nY4f/OAHrKysYLfb0Wq1zMzMSBapu7s7H3/8Mf7+/hQVFUkCmVohNBqNvPzyywCkp6cTGxsrT56vGs/EYjGbzQJxq6uro7KyksHBQT766CNiY2MpKysjPDyc1dVVbDYbaWlp+Pr6kpycTGVlJQsLC7S2tlJaWsro6Cjl5eWsra2JwG9hYUGsw6rRZ319HU9PT9rb20lKSqK2tpaOjg6WlpYwGAzExsZis9k4ffo0Y2NjvPnmmzx69AgvLy8qKiooKytjYGBAErM+/vhjifZWPSo7d+4U4Z6KFurt7aW4uBiXy0VpaSnx8fHU19dLlHlwcLD4xdUEKz8/P9rb25mYmKCzs5MPPviAlZUVfvGLX6DT6WhqasJsNhMVFUVMTAzR0dHs2LEDq9VKUlISc3Nz0sxTU5sLCgqIi4ujs7OTmJgYpqamJAApMjISu91OdnY2L7zwAp2dnbhcLolGV7nCajN4ampKtG52u539+/fjcrk4ePCgJBKreKWRkRHm5+cliaympkbmqEL47HY7SUlJeHp68tJLL4laGECv1zMzM8P6+jrNzc0ATE1N0dDQwMDAAIuLiwwPDwsDISIigpSUFFwuF6dPn6ampobo6GjKysqYmpri8ePHNDQ0MDw8TFlZmfyeftt4JrZhf/mXf/nTHTt2cOfOHRITEykoKCAnJ4eOjg7S0tIwGo1otVo2b94szTmVe+Xr6yvx0vfv32fnzp1MT09LBnxPTw8ZGRkiexgbG6O7u1vElaqd2MPDA4PBIP74kJAQiRRfWVmhqqoKX19frl+/Tnp6OsXFxWRkZAgcMCgoCI1Gw5YtWxgfHyc8PJzR0VG8vLyYmpoCnu65w8PDqa+vF4FgcHCwUEji4uLo6uoiLCxMJCgul4tr166JbUAlxOzdu1fSyjIyMqirqyMjI4PKykp8fHwYGRmhtbVVzgyLi4uUlJSIyHRlZYWYmBjZtiYnJ1NfXy8Ac51Ox8TEhEAyVAX4gwcPCA4OxuFwiKQnLi4ONzc3EhMTqampITg4mJ6eHnp6evDy8qKwsFCs0rGxsZKmvLCwQGxsrPTXTCYTGRkZAPj6+n5JhKrehNTEsydPnkglTGUxb9myBTc3N3GmqjEiKqFTpZE+fPiQnJwcbt26RW5uLoWFheTk5MgN83/LKakoillRlPOKojQritKkKErOt5n8tba2RnR0NFqtlpCQELZv347T6eTQoUNi6PLw8JAzwN27d8nKyqKjo4Pk5GTi4+MxGAwcO3aM5uZmUlJSmJmZYWpqipWVFc6fPy8wOVUn5OPjw/r6OpmZmcKoUkum09PTDA0N4XA46Ovrw+Vyie5KxQjt3bsXp9PJwYMHWV9fx2az0dbWRmVlJQMDA3z44YfMzc1x9uxZlpeXJf9xfX2dvLw8gd+ZTCYxQU1OTuLn50dBQQGbN28WQ5jJZBKAh06n44033mB6eprExEQGBgYYHR0VLKubm5v0cKqrq3Fzc6O7u5uAgACSk5MlOmLPnj0SoLS8vCzy9I8++oikpCRu3rwp2TXqovLz82Pnzp1il0hMTBQnp+q/CQwMpK+vT+AcYWFheHp6EhoaSlJSElqtln379hEeHi7yIq1Wy8rKCjMzM3R1dckT1N/fX97PiYkJfH195XwVExNDfHy8pBcnJibS19f3JehEY2Oj0DXj4uIYHR1l+/bt6HQ6aYRbLBaxROzfv/9r9WHfqHSsKMqHwH2Xy/UrRVG0gAH4c2DC5XL9paIofwr4ulyu/6YoysvAHwEvA9nA37pcruyv+/lRUVGuv//7v5dynqpA7erqIioqSrqyo6OjBAUF0dLSwo4dO5iZmcFoNOLh4UFXV5dkqHR2dpKXl8ejR4/YvHkzd+7c4fTp0zx+/JiEhARWVlYYHR0lISFBIhGcTidlZWVERkZSWVnJ0aNHhS+migtVWPnU1BQajYbBwUHGx8fZsmULzc3NREREcP36dY4cOfKlEm5CQoI8yX6zdKs2zwICAgQObjQaqaysZMeOHayurop0RyWoqA5OVY0dHx/PxYsXeeWVVzh79iy///u/z7lz5yQSDiA0NFT+73V1dRJhvbCwwOLiIjabjerqasmc2bZtGwsLCwwODpKamsrs7CxeXl4UFxcTHh7O5OQky8vL2O12HA4HNpuNiYkJZmdnSU1NFTel2txVm6++vr6Ul5cTExMjBYzw8HDR3bW1tbF7924aGhqEIebu7i4ZNVNTU1gsFoqKiti6dau4JlVXZ2JiIk+ePGHnzp10d3cLpNzX15ewsDAWFhYwmUy4u7uj0WhwuVxyI6yrq8NisfCzn/2M3t7e/1jpWFEUE7AT+CcAl8u17HK5pvgWk7/W19eF3Kiie+bn51leXiY/P1/II2oa7YEDB9Dr9RLBPTAwIHFqERvhq2ofRhVgqiGoHR0dTE1N0d/fz+eff87a2hrnzp0Ty3BKSgoJCQlYLBaOHz/O8PAwQUFB4n4cHx/Hzc2Njo4OOXCrTUuNRkN2djZeXl688cYbTE1NsXnzZoqLi2lra2NwcJDPP/+csbExbt68SUBAgGCG1MAmi8XC0aNHCQoKEgi22vO5ceMGPT09jI2NCSxjaWmJzMxMPD09effdd1laWuL06dO0traysrJCbW0tly9fliBSb29vrl+/jk6no6ysTPohubm5eHh4sGfPHtzc3FhdXWV5eVmerOoZp7CwkKCgIOrq6jCbzYyPj8tZZceOHRiNRvUGiJeXlzR1f9NvX1BQQFBQEFVVVfKEj4uLIzU1FY1Gw44dOzCbzZjNZulLqcjay5cvExgYyPnz5zEajULCHB4eJjg4GLvdjsFgICEhgdTUVDIzM4mJiRGOnEajoaGhAYfDIQ7XhoYGYmNjKSoqkgrqb10L/96TRVGULcD/BBqBzcAT4L8AAy6Xy/wb/27S5XL5KopyFfhLl8tVsvH9AuC//VtA+EaC2O8B+Pj4ZBw6dIi8vDwKCgo4dOgQfX19xMTEyMWp3vHDw8MZHh5mcXERs9kspp/l5WXMZrNgSBXlaY69qmL28vISblhhYSE7d+7k3Llz/OhHP+LevXskJyej0+kEG9TY2IjdbqexsRGn00l0dDTFxcUcOHBAHusmkwk3NzdRQRuNRglbUvsKKtThxo0bnDp1ijNnzvCTn/xE7rQqWSUxMZHy8nISEhKkh2K32xkbG2NpaUnukmNjY+Tm5grYQW2sqapetXkZHR0tjdxLly7x0ksv0dDQwJ49e8RM5efnx9jYmAg0vby8GB4elqpgeno6g4ODrK6usri4KAGwycnJEiwVGRkpcMHu7m6Cg4Npb29nfn6ekJAQOWOq54uUlBQ6OjoEv9TT0yNlY39/fykEqEzpqKgo2VKHhYVRUlLC0aNHxdvU1tZGQkICiqIwOTmJv78/Dx48ICEhgcnJSdF6ubu7s7a2xvr6umyv1adYcnIyRqORpaWlr4XsfZPFkgmU8zT966GiKH8LzAB/9BWLJR/4f//NYvmvLpfryVe9RkxMjCsnJ4dXX32VhYUFpqen2bRpk8S/dXV1MT4+TlhYGKWlpRw+fJhbt27x2muvUV9fT3p6Ouvr6wByt1PlIhMTE8TFxUkVRO1ax8TESJKvxWKhrq5OkD8dHR1YrVbu3r3L3r17OXv2LD/84Q+pqKggNTUVrVaL0+nEZrMxNPQ0eka9qCwWi2zTVJpJWloafX19BAcHi8ty8+bN9PX14enpycDAAC0tLWRkZFBSUsLx48cpKCjg2LFjVFVVsX37dhYWFqTzXFNTQ0JCAh0dHXIOGh0dxdvbWxJ3VQW1evjW6XS4XC4cDofE9nl6euJyuaitrWXfvn1iNe7q6sLHx4eoqCi0Wi0ulwuj0YjL5RIFxPz8PBMTE6JWrq6u5sUXX5T5X758mRMnTtDR0UF4eDgajQadTid++76+Pilzj46OsmnTJmpqasjNzeXOnTucOHGCW7ducfDgQXp6ekhISJBtk0qQVMWmZrNZbOXNzc1kZmZSXFzMiy++yJUrVzh16hT5+fkcPHiQrq4uNm3aJGkB6vtltVqZmpriT/7kT2hvb/8Pd/D7gX6Xy/Vw4+vzQDrfYvIXwMmTJ+nv7xd//CeffAIgsLSpqSl5VKtJTypRpKysjKWlJerq6rhy5QpTU1Pcv3+fkJAQgYirgUhZWVnidpybm5Ozg8rVvXr1KvC0HKkCDd577z2mpqbIycmhrKyMrq4uWlpaOHv2LDMzM5w7d054uUFBQfT19QmxJCcnB5PJJGE8g4OD2O128vPzRdqjXtCqVdjLy4tDhw7R3d3Njh07qKurY3p6ms7OTq5du8by8jL//M//jIeHh3TCR0ZGHcPRVwAAFbdJREFUCA8PF0JKQEAAiYmJQkWZnJwUCb/q2S8pKRGnptlsFpvy1q1bRe9WV1cn4UdjY2M4HA6WlpbEtjAxMUFycjJ2u118OQBHjx6VCIzq6mqxc3d0dNDW1oa3tzdVVVXEx8czPz9PbGwsgYGBBAUFsXPnTtbX13nllVfo6OiQEjcg8Rytra34+PhQVFREbW0to6OjojWzWq3CbtizZw9LS0sCbE9OTpabWVtbG4WFhUxNTVFdXU1/f//XopC+ST7LMNCnKEr8xrfyeLol+9aSv9QUKbPZLI5Dp9NJYmKiuAPVGIfMzExGR0cFSfTw4UNCQkL44osvCAsLo6enBz8/P+x2uzQr1cf+gwcP6Ovro6+vj+vXr7OwsEBJSQkajYb+/n6JgAsLCyMiIkJkIJOTk5hMJoqLi0lKSqKgoICoqCiGh4el7xMQEMAPfvAD6uvrefnll8Wb0tHRIX0j1Qbg7e2Ny+USfZfBYBB86+7du5mYmGBubo6xsTHOnz+Pu7s7Fy9exGQy0dPTI1EUgYGBUirfv3+/SIVqa2vp7OxkeHiYx48fS0N3cXGRqqoqAgMDMRqNHDx4EK1Wy4EDB0Ryo6oWurq6uH//PkajUUxyBQUFrK+v09XVxdatW0Xuv7a2xksvvURPTw/e3t6srKzQ0dEhsn+LxcLNmzfRaDQ8evQIo9HIzMwM+/btw8/PjzfffJPFxUX27t0LgN1up729ne7ubmlCK4rCpUuXhLfm7u7O0NAQ0dHRsh20WCycPn0al8vFrl27aG5uxmq1Ul1dzeDgILW1tZSXl7OwsMCNGzcIDAwUy/XAwAChoaGyQ/kPLZaN8UfAGUVRaoEtwP/Dt5j8pfYyVJGcy+Viz549rK2tkZKSgp+fH2azWaQY6kUTHh4uDj41Iu748eOMjY1Jd1bNVLx+/ToBAQFSMOjr68NqtRIdHU1GRgZJSUlSubp79640ucrKypibm6O1tRWdTofBYCA3NxcfHx/eeustJicn2bJlCy6Xi6GhIVZWVrh8+TImk0lAEyqIQ6fTkZiYiJeXFydPniQ3N5fg4GAho6hpYVarlfLycimZJiQkEBMTg4+PD6+99houl4t3332X4eFh0YupwaS/+tWv8PLy4urVq1gsFoFkqOrm9PR0AgMD8fb2Fj2aepF//vnn8tpqBHdUVBQRERFyw3J3dyczMxM3Nzc5zLu7u9PS0oKvry83b97E4XAwODhIYmIiiqJI1KEaGQgQHR0tQU2Tk5NylhgZGaG2tpbo6GjKy8tJTEyUsCJPT0/J2AwMDJTy8/bt26mrqwOe7ghUsElcXBwXL14kPj5eKJlNTU3y/7fZbJw8eRKHwyHpx8+86thut7v+4R/+gbW1NTksq1HUXV1dQl9XCeu9vb1ERkbi7++PoigisV9YWGBhYQFFUVhYWECn04lrsLGx8UtxE3Nzc4yPjxMXF0d5eTkhISH09PTQ399Peno6BQUFnDx5ktu3b3PkyBEmJiYIDg5GURTc3NxYWlpifHwcRVFwuVwsLi4KeunevXscOHCAvr4+TCYTJpNJGGWqGnh9fZ3a2lrsdrtkvahec0VRpPekas20Wq0coLVaLf39/fj7+/Pw4UMSExO5fPkyp0+f5s6dO7z00kv09/eL/srhcEhSc3x8PDMzM0xMTBAVFSVPgeTkZDkPlpaWkp2dzfLyMi6XCx8fH8lkbG5uxsPDg/DwcGpqatiyZQu9vb3A0wWgduZVgad6RnG5XEKyVNnFkZGR1NfXC3vay8tL2M46nU4iLdbW1piZmSEgIICamhrCwsIkOsLNzY379++TlpYmWNampib8/PwwmUwMDAwIuE+9VtSUuKmpKYE33rt3j23btvHnf/7njI6O/tYzyzPRwf/bv/3bn0ZERFBWVobFYuHChQv4+voyPDxMbGysHJazsrKYn58nJiZG8lrm5uaorq6Wg63qMfH19RX5iK+vL8HBwVIZWVxcFPL6Rx99xCuvvEJlZSU5OTmSlb57927u379PVFQUU1NTUuYsLCxkbW1NnJAq18psNotpKSAggJmZGTo6OjAYDFy8eJH09HTOnDnD3r17aWxsJDw8HIPBIERLVfuk+tHV6k1vby9eXl6cP3+e7OxsRkZGmJubkzc+Ojoab29v0tLSmJqawt/fn9nZWR48eIBer+eLL74gKSmJzz77jJdeeolHjx6Rnp6OTqfDz8+PgIAAIiIiMBgMGI1GucN7eHhw7do14uLi+OKLL8jJyaGiooJdu3axvLyMn58fERERzMzMkJmZicFgwGw2C0pIo9EIEFyr1XLv3j3y8vJob28X/psqPtVqtYSGhtLe3i7WcG9vbwYHB/H29qasrAybzcbZs2fZvn07t2/flv6XyknTaDSkpqaysLBAUlISBoMBm82GoiiYTCZqamrw8fHh008/JSMjg+bmZry8vCgrK2PLli0EBgZiMpkoLS39yg7+M/FkMZvNrn/5l38RhayKzjGZTCIhr6ioQK/X4+XlxePHjzl48CDFxcW88sorOBwOIiIiWF1dxWg0SmZgamqqQPf8/f1xOBwoikJwcDAtLS1SZXI4HHIXn5ubw83NTTIVr1+/zhtvvMGFCxd4//336enpISIigvX1dXlT1bkZDAZR6Hp7e1NTUyPK5m3btkn+TEJCArdu3SI2Npbm5mY8PT3x9PSUplxxcTE7duwQnKxerweQTrePj48IDEdGRiQ6LyAggJKSEjIyMrhz5w7Hjx+npaVF4s/X1tbw9vampKREysY+Pj74+fkxPz/PwsKC5Nyo5Wl/f38heiqKQktLC1arVUq8gYGB1NTUsGfPHurq6sQrf/LkSRobG0lKSsLLy0sqg0ajUc5NHR0d4hVSo8Pv37/PoUOHqKmpkahCq9VKYGAgc3NzuLu7YzKZqKysJDExkebmZlERdHd3Ex8fL4u6paVF/m+qeFNNU1P/P+oZZXFxke7ubv77f//vz7afxdvbm+XlZTIzM+WgX1dXR21tLf7+/ly/fp3MzEyam5tJTEwkOztbzifqQnnw4AErKyvCnfL19ZVU3urqagkpVSUWubm5skXw8fGRqG6VuKh2qI8ePYrRaOT999+XQ3BxcTGFhYX09fVx7949PD09BS3b1NREfHy8gOvMZjO7d+9maWlJIG7nzp3DarVSW1tLamqqCAXVCzc9PR0/Pz/27t3L6uqqlIcBHj9+zN27d5mYmBApTUFBAU6nk/7+fnJycrBarZw6dQqdTkd6ejpdXV2STa+W42/fvo3dbqeqqkoCkmJiYjCZTLz00ktYLBb5WpXLt7e34+/vz82bNwkLC6O9vV10bX5+fsTExJCamsrbb7/N0NAQ6enpor4YHx8XoHtkZCQlJSVER0dTU1MjEpnw8HAyMjLkbBUdHU1mZiY2m02oPiqe1t/fX2LZGxoapJ+mFmdUYn9kZCRZWVnExcVhs9nw9vYGoLW1leXlZRwOB5OTk9TU1GCxWARy+NvGM7EN+8UvfvHTffv24XA4MBgM3L17l+TkZB48eCBhqSqgQgV5qz6T7u5u+WUVFhYSGxtLfn7+l0JQY2Nj6evrIz4+nr6+PjlULi0tMTQ0xPr6OtPT09JxNxqNJCUl4ebmJpWroaEhNBqNZIS0traSkZFBS0sL2dnZBAcHs7y8zNatW2ltbZW7vsrvnZ6elrv/4OAg2dnZaLVaiXTw9PQkKSmJlpYWwQQBAorz9fUlPz+f1NRUHjx4wK5duxgaGmLz5s34+fkRFhaGzWaT5GXVS97a2kpISAjT09MSbREcHIyPjw+RkZGEh4czMTFBZmYmbW1tGAwG6XWpCm6LxcK9e/fQarWsr69jMpkIDw8nPj6ehYUFEhMTaWpqIiQkhOrqaiH7NzY2YjabuXXrlvTLVPekXq8nJCSElJQURkdHycrKYnZ2lvDwcB4+fIjRaJRYcm9vb0ZGRkTe1NLSwubNm5mbmyM+Ph6LxSIYJpXSUlpaKnIcNWrP4XBIBo6vry+PHj3Cx8dH7AiqnP+P//iPn20/S19fHwsLC3h6emIymTAajWRlZeHl5cWrr74qiU2qrD4wMJDGxkbi4uKYm5sjJSWFqKgofH19eeedd/Dw8CArK4vFxcUv5a9PTk5y7tw5XC6XOB69vb3Zt28fe/fuxeFw4OnpSWtrKwMDA5LvqG53VlZWCA0NJT09XXi+LpcLi8WCw+GgoaGBubk5zp07x8rKCl988YXkmKiZmUeOHEFRFNE/qRWY1tZWAgICuHHjBuHh4RQUFJCSksLAwICcEYKCgnj11VcZHBwUQLi69378+DEOh0N8JWoyl6qpi4mJYcuWLfj4+LBlyxbm5+dRFEVcm8vLy0J2uXv3LoqisLS0hNlsJj09XXjMqp1Aq9WytrZGQ0MDLpeLK1euYLPZePToETExMeLkVMEZMTExbN68mcDAQNLT05mbm2N2dlaEpu7u7ly/fp3g4GBu3ryJ1WoVYPvAwAA2m01K3Xq9nn379skWW0Vfzc/PC0Rcjdl49OgRJpOJqqoq4aT5+fkRFxeH3W5n8+bNEmPxzNNd4GmzKS4uTnjDqvPNYDDQ1dVFRUUFs7OzPH78mLW1NYaGhvDz88NisQin94UXXmBubk5UpxMTE3h5eYkTbm5ujrS0NLloDxw4IJ343t5empub6enp4cqVK6ytrXH79m0MBgOLi4ukpqZiMpmkdBsZGSkxBsvLy7KNqampEe9MaGgoOTk5orR1d3eXbjM8TQgoKytjeHiYgYEB5ufnmZ+fF7OY6oZ877336OzsJDs7W+ic8/Pz3L17F4vFwkcffURgYCCPHz/GZrNhMBgIDg5m//79YqZTqTLNzc309/fT1dXF0tISJSUlhIWF0dvbK05Tg8HA0aNH0Wq1vPLKKzx48ABPT0+ampro7+9neHiYnp4e2traRLdlt9tZW1sjMDBQNHwnT55kYGCA5ORkHj16hKIotLW1MTQ0RF9fn+R5+vn5SU6mp6encMlMJhMvvvgi09PT7N69W/7vquekpaUFDw8PxsbGqKioYGRkBJ1OJzkxBoMBi8VCTk4O09PTvPbaa4yNjUmStJrX2draKqSZr/OzPBMH/KioKNff/d3fUV5eTmZmJg6Hg5mZGWkE7ty5k5s3b3Ly5Ek59KqqUTXgR6fTMTIygtlspqKiguHhYaEqLi0t4e/vj5eXF2azmZWVFRoaGrDb7fT09DA8PExUVBTV1dUcPXqU/Px83njjDXp7e7Farfj5+dHV1SXREwaDgZ6eHrlAVTaW2WxGq9Xi4+MjAk8/Pz8ePHhAQEAAq6urdHR0sH37dtrb20lNTeX69escO3aMrq4uyV9UD6zLy8sy/+7ubkZGRsjNzaW5uVmKD0ePHuXKlSu8+eabQui0Wq1UVFSQkpIiSWbu7u7U1taSl5dHSUkJBw4coLe3l+DgYOltqTL4oqIiEhIS6O3tFUn8o0ePOHLkCNevX+fVV1+lqKiIPXv2sLy8LGwxeMo5NhgMAuoDaGhoIDAwkCdPnrB//34pb6vUTNXVqfbE1C56c3MzJpOJzs5OyaJpb28nNjZWvDKqfaGtrY34+HiBe6jvk1pJa29vF9xSe3s72dnZFBQUiHburbfeoqKigs8++4yurq5n94A/NzdHaWkpGo2Gf/3Xf8XpdFJeXo7RaCQ8PByLxSIopK1bt1JZWcn4+DhNTU3cu3eP6elp8vPzgadbmdjYWLZu3UpISAgJCQkkJycTFRUlmqL+/n5ZHBEREUxMTBAZGUliYiIGg4FXXnlFlMyVlZU8efKE3t5eLl++zPLyMoWFhQKwULNG1NBYFZ7X2dmJ2Wzm/v37bNq0icePH0vAkt1uF47Yq6++KvtstVrX1tbG1NQUQ0NDjI6OSrb8+Pg49+7dk4vx2LFjWCwW3nnnHZxOJ15eXszMzEiG5WeffSZgcDXSOyIigldffRWtVsv27dtlgU9PT+Pp6SmZKleuXCE2NlbwuWlpaVgsFk6dOsXExATHjx9ncnKSgIAAZmdncTqddHd34+npyeTkJE1NTRI1ODIyQmxsLJGRkfj6+nLq1CmRnqgCVHd3d1ZWVhgaGpIMe6vVSlFRkXhVVEhJSEgIYWFhJCcni9g2OTlZzohqJHlpaSkhISFyBm5oaBDflNFoJDs7G6PRyI9//GOmpqZEQfBV45l4siiKMgu0fN/zAPyAse97Ejyfx78d3+U8wl0ul/9v+4uvdud/t6PF5XJlft+TUBTl8fN5PJ/HV41nYhv2fDwf/xnG88XyfDwf33A8K4vlf37fE9gYz+fx5fF8Hr8xnokD/vPxfPxnGM/Kk+X5eD6e+fG9LxZFUQ4qitKywRn709/xa/2zoigORVHqf+N73xr/7H9hHqGKohRuMNgaFEX5L9/HXBRF0SmK8khRlJqNefzFxvcjFUV5uDGPTzfwVyiK4rnxdfvG30d8G/PY+NluiqJUbQBPvpc5/LtDhQB8Hx+AG9ABRAFaoAZI/B2+3k6e8gPqf+N7fwX86cbnfwr8bOPzl4HrgAJsAx5+i/MIAtI3PjcCrUDidz2XjZ/nvfG5B/Bw4+d/Bryx8f1fAn+w8fn/Afxy4/M3gE+/xd/J/wn8Gri68fV3Pod/d47f1Qt9xS8oB7j5G1//GfBnv+PXjPg3i6UFCNr4PIinPR+AfwDe/G3/7ncwp0s8tWZ/b3PhKTixkqdgxDHA/d++R8BNIGfjc/eNf6d8C68dAhQAe4GrG4v4O53DN/n4vrdhwUDfb3zdv/G973LYXBtAjY0/A77LuW1sI9J4elf/zueysf2p5imd5zZPn/RTLpdr9be8lsxj4++nAeu3MI2fA/8VUGkR1u9hDv/u+L4Xy28TrD0r5bnf+dwURfEGPgf+2OVyzXwfc3G5XGsul2sLT+/uW4GEr3mtb30eiqIcBhyuL3Plvu51vrdr5vteLP8hxti3PL5V/tk3HYqiePB0oZxxuVwXvs+5ALieInmLeHpmMSuKokqhfvO1ZB4bf+8DTPxvvvQO4IiiKN3AWZ5uxX7+Hc/hG43ve7FUALEblQ8tTw9sl7/jOXxr/LNvOhRFUXjKjm5yuVx//X3NRVEUf0VRzBuf64F9QBNQCLz2FfNQ5/cacNe1cXj4jw6Xy/VnLpcrxOVyRfD0/b/rcrne+i7n8L8y2e/1g6eVnlae7pX/r9/xa30CDAErPL1D/ZCn+90CoG3jT8vGv1WA/7Exrzog81ucxws83TrUAtUbHy9/13MBUoGqjXnUA//3xvejgEc8Zb+dAzw3vq/b+Lp94++jvuX3Zzf/fzXse5nD13087+A/H8/HNxzf9zbs+Xg+/tOM54vl+Xg+vuF4vliej+fjG47ni+X5eD6+4Xi+WJ6P5+MbjueL5fl4Pr7heL5Yno/n4xuO54vl+Xg+vuH4/wAk5ENaWcDyfAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread(IMG)\n",
    "print('Image Dimensions :', img.shape)\n",
    "imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "g_img = cv2.imread(IMG, cv2.IMREAD_GRAYSCALE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image Dimensions : (640, 480)\n"
     ]
    }
   ],
   "source": [
    "print('Image Dimensions :', g_img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f21edb78c50>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(img, cmap='gray')\n",
    "imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "m_img = cv2.morphologyEx(g_img, cv2.MORPH_OPEN, (5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f21ec265750>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(m_img, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time Used 0.00026850799986277707 second\n"
     ]
    }
   ],
   "source": [
    "t1 = timer()\n",
    "ttt = cv2.morphologyEx(g_img, cv2.MORPH_OPEN, (5,5))\n",
    "t2 = timer()\n",
    "print(\"Time Used\", t2 - t1, \"second\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time Used 0.0003001689910888672 second\n"
     ]
    }
   ],
   "source": [
    "t1 = time.time()\n",
    "ttt = cv2.morphologyEx(g_img, cv2.MORPH_OPEN, (5,5))\n",
    "t2 = time.time()\n",
    "print(\"Time Used\", t2 - t1, \"second\")"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "t1 = time.process_time()\n",
    "ttt = cv2.morphologyEx(g_img, cv2.MORPH_OPEN, (5,5))\n",
    "t2 = time.process_time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
